{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<!-- （勿改动，执行即可）执行更改背景 -->\n",
       "<link rel=\"stylesheet\" href=\"exam.css\" type=\"text/css\">\n",
       "<h1 style=\"color: red;\">注意单元格的第一行不能改动，否则会影响自动打分</h1>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "%%html\n",
    "<!-- （勿改动，执行即可）执行更改背景 -->\n",
    "<link rel=\"stylesheet\" href=\"exam.css\" type=\"text/css\">\n",
    "<h1 style=\"color: red;\">注意单元格的第一行不能改动，否则会影响自动打分</h1>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/markdown": [
       "# Python 期中考（B卷）：目前工作目录C:\\Users\\刘棋涛\n",
       "* 共6题，每题20分，80分及格，最高分120，作题时间90分钟。\n",
       "*  答题格首行如 ***# 003*** 勿删除或改动 \n",
       "* 可先挑难度较易的题先做，🌶个数愈高愈难\n",
       "* 执行一格格，最后一格可回报分数（仅供参考）\n",
       " ##提交此.ipynb档，必检查： \n",
       "   * 档名✍B_学号✍（只能用半角数字9码）\n",
       "   *  下格 输入学号（半角数字9码） \n",
       "\n",
       "\n",
       "# 🛂输入学号🛂"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 始001（勿改动，执行即可）\n",
    "e = %env\n",
    "_which_= \"B\"  # 卷号\n",
    "import PandasCourse as PC\n",
    "from IPython.display import Markdown\n",
    "Markdown(PC.msgs['opening'].format(w=_which_, d=e['HOMEDRIVE']+ e['HOMEPATH']))    "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* 本试题参考数据信息：    \n",
    "> 1. df_C1:  作者地址(Author Address)         \n",
    "> 2. text:  所有作者地址 **文本数据**     \n",
    "> 3. info: 所有作者地址 **列表数据**\n",
    "> 4. AU: 作者数据信息 **列表数据**\n",
    "\n",
    "* **勿改动部分如稍有不慎改动，请重新下载该文件，浪费时间后果自负**\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 0-1 数据准备\n",
    "# （勿改动，执行即可） 请观察text文本后再进行答题\n",
    "import pandas as pd\n",
    "df = pd.read_csv(\"WOS_2021.csv\",index_col=[0])\n",
    "df_C1 = df[['PY','C1']]\n",
    "text = '; '.join(df_C1.fillna(\"0\")['C1'].tolist())\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\"[Han, Xueying; Stocking, Galen; Gebbie, Matthew A.; Appelbaum, Richard P.] Univ Calif Santa Barbara, Ctr Nanotechnol Soc, Santa Barbara, CA 93106 USA; [Stocking, Galen] Univ Calif Santa Barbara, Dept Polit Sci, Santa Barbara, CA 93106 USA; [Gebbie, Matthew A.] Univ Calif Santa Barbara, Dept Mat, Santa Barbara, CA 93106 USA; [Appelbaum, Richard P.] Univ Calif Santa Barbara, Global & Int Studies, Santa Barbara, CA 93106 USA; [De Castell, Suzanne] Univ Ontario, Inst Technol, Fac Educ, 11 Simcoe St N, Oshawa, ON L1H 7L7, Canada; [Larios, Hector] Simon Fraser Univ, Sch Interact Arts Technol, Surrey, BC V3T 0A3, Canada; [Jenson, Jennifer] York Univ, Toronto, ON M3J 1P3, Canada; [Smith, David Harris] McMaster Univ, Hamilton, ON L8S 4L8, Canada; US Govt Accountabil Off, Washington, DC 20548 USA; [Cira, Nate J.; Chung, Alice M.; Denisin, Aleksandra K.; Rensi, Stefano; Sanchez, Gabriel N.; Quake, Stephen R.; Riedel-Kruse, Ingmar H.] Stanford Univ, Dept Bioengn, Stanford, CA 94305 USA; [Komoroske, Lisa M.] NOAA, Southwest Fisheries Sci Ctr, Washington, DC 20230 USA; [Hameed, Sarah O.] Univ Calif Davis, Davis Bodega Marine Lab, Grad Grp Ecol, Davis, CA USA; [Szoboszlai, Amber I.] Farallon Inst Adv Ecosyst Res, Petaluma, CA USA; [Newsom, Amanda J.] Washington Dept Fish & Game, Washington, DC USA; [Williams, Susan L.] Univ Calif Davis, CAMEOS, Bodega Marine Lab, Davis, CA 95616 USA; [Williams, Susan L.] Univ Calif Davis, Bodega Marine Lab, Dept Ecol & Evolut, Davis, CA USA; [Bystydzienski, Jill M.] Ohio State Univ, Dept Womens Gender & Sexual Studies, Columbus, OH 43210 USA; [Eisenhart, Margaret] Univ Colorado Boulder, Sch Educ, Boulder, CO USA; [Bruning, Monica] Univ Minnesota Duluth, Dept Acad Affairs, Duluth, MN USA; [Lamb, Richard; Akmal, Tariq; Petrie, Kaylan] Washington State Univ, Dept Teaching & Learning, Pullman, WA 99164 USA; [Su, Rong] Purdue Univ, Dept Psychol Sci, W Lafayette, IN 47907 USA; [Rounds, James] Univ Illinois, Dept Educ Psychol & Psychol, Champaign, IL USA; [Miller, David I.] Northwestern Univ, Dept Psychol, Evanston, IL 60208 USA; [Wai, Jonathan] Duke Univ, Talent Identificat Program, Durham, NC USA; Univ N Dakota, Dept Space Studies, Grand Forks, ND 58202 USA; [Adedokun, Omolola A.; Liu, Jia; Parker, Loran Carleton; Burgess, Wilella] Purdue Univ, Discovery Learning Res Ctr, W Lafayette, IN 47907 USA; Arizona State Univ, Tempe, AZ 85287 USA; [Han, Sunyoung] Sungkyunkwan Univ, Seoul, South Korea; [Yalvac, Bugrahan; Capraro, Mary M.; Capraro, Robert M.] Texas A&M Univ, College Stn, TX 77843 USA; [Capraro, Mary M.; Capraro, Robert M.] Aggie STEM, College Stn, TX USA; [Rozek, Christopher S.; Hyde, Janet S.; Svoboda, Ryan C.; Harackiewicz, Judith M.] Univ Wisconsin, Dept Psychol, Madison, WI 53706 USA; [Hulleman, Chris S.] Univ Virginia, Ctr Adv Study Teaching & Learning, Charlottesville, VA 22903 USA; [Milner, Andrea R.] Adrian Coll, Adrian, MI 49221 USA; [Hieb, Jeffrey L.; Ralston, Patricia A. S.] Univ Louisville, Dept Engn Fundamentals, Louisville, KY 40292 USA; [Lyle, Keith B.; Chariker, Julia] Univ Louisville, Dept Psychol & Brain Sci, Louisville, KY 40292 USA; [Pietsch, Renee B.; Schmale, David G., III] Virginia Tech, Dept Plant Pathol Physiol & Weed Sci, Blacksburg, VA 24061 USA; [Bohland, Cynthia L.] Roanoke Valley Governors Sch Sci & Technol, Roanoke, VA USA; [Chang, Shu-Hsuan; Ku, Ai-Chiao; Wu, Tsung-Chih] Natl Changhua Univ Educ, Dept Ind Educ & Technol, Changhua 500, Taiwan; [Yu, Li-Chih] Natl Chengchi Univ, Dept Management Informat Syst, 64 Chihnan Rd,Sec 2 Wenshan, Taipei 11623, Taiwan; [Kuo, Bor-Chen] Natl Taichung Univ Educ, Grad Inst Educ Measurement & Stat, Taichung, Taiwan; [Whannell, Robert; Tobias, Stephan] Univ New England, Armidale, NSW 2351, Australia; [de la Torre Cantero, Jorge; Luis Saorin, Jose] Univ La Laguna, Engn Graph Area, Tenerife 38204, Islas Canarias, Spain; [Melian, Damari; Meier, Cecile] La Laguna Univ ULL, Fac Educ, San Cristobal la Laguna, Spain; [Huang, Po-Hsin; Chiu, Ming-Chuan; Hwang, Sheue-Ling] Natl Tsing Hua Univ, Dept Ind Engn & Engn Management, Hsinchu 30013, Taiwan; [Wang, Jan-Li] Natl Appl Res Labs, Natl Ctr High Performance Comp, Hsinchu 30076, Taiwan; [Rogers, Michael] Ithaca Coll, Dept Phys, Ithaca, NY 14850 USA; [Pfaff, Thomas] Ithaca Coll, Dept Math, Ithaca, NY 14850 USA; [Hamilton, Jason] Ithaca Coll, Dept Environm Studies & Sci, Ithaca, NY 14850 USA; [Erkan, Ali] Ithaca Coll, Dept Comp Sci, Ithaca, NY 14850 USA; [Shahali, Edy Hafizan Mohd; Halim, Lilia; Rasul, Sattar; Osman, Kamisah; Ikhsan, Zanaton; Rahim, Faszly] Univ Kebangsaan Malaysia, Bangi 43600, Malaysia; [Belland, Brian R.; Walker, Andrew E.; Olsen, Megan Whitney] Utah State Univ, Dept Instruct Technol & Learning Sci, Logan, UT 84322 USA; [Leary, Heather] Univ Colorado, Inst Cognit Sci, Boulder, CO 80309 USA; [Xie, Yu; Fang, Michael] Univ Michigan, Dept Sociol, Ann Arbor, MI 48106 USA; [Shauman, Kimberlee] Univ Calif Davis, Dept Sociol, Davis, CA 95616 USA; [Hudson, Peter; English, Lyn D.; Dawes, Les; King, Donna] Queensland Univ Technol, Brisbane, Qld 4001, Australia; [Baker, Steve] Anglican Day Sch, Corinda, Qld, Australia; [Goldfien, Andrea C.; Badway, Norena Norton] NSF ATE Targeted Res Tech Educ, 102 Amelia Way, Novato, CA 94949 USA; [Thomas, Ally S.; Everson, Howard T.] CUNY, Grad Ctr, New York, NY 10021 USA; [Bonner, Sarah M.; Somers, Jennifer A.] CUNY, Hunter Coll, New York, NY 10021 USA; [Karahan, Engin] Eskisehir Osmangazi Univ, Eskisehir, Turkey; [Canbazoglu Bilici, Sedef] Aksaray Univ, Aksaray, Turkey; [Unal, Aycin] Ciftlik Middle Sch, Samsun, Turkey; [Erdogan, Niyazi] Balikesir Univ, Balikesir, Turkey; [Stuessy, Carol L.] Texas A&M Univ, College Stn, TX 77843 USA; [Bursztyn, Natalie; Pederson, Joel; Walker, Andrew] Utah State Univ, Logan, UT 84322 USA; [Shelton, Brett] Boise State Univ, Boise, ID 83725 USA; [Campbell, Todd] Univ Connecticut, Storrs, CT 06269 USA; [Vate-U-Lan, Poonsri] Assumption Univ, Grad Sch eLearning, ELearning Methodol Program, Bangkok, Thailand; [Bagiati, Aikaterini] MIT, MIT SUTD Collaborat Off, 77 Massachusetts Ave, Cambridge, MA 02139 USA; [Yoon, So Yoon] Texas A&M Univ, Texas A&M Engn Expt Stn, College Stn, TX 77843 USA; [Evangelou, Demetra] Democritus Univ, Dept Educ Sci Early Childhood, Alexandroupolis 69100, Greece; [Magana, Alejandra] Purdue Univ, Comp & Informat Technol Dept, W Lafayette, IN 47907 USA; [Kaloustian, Garene] Lebanese Amer Univ, Dept Educ, Beirut, Lebanon; [Zhu, Jiabin] Shanghai Jiao Tong Univ, Grad Sch Educ, Shanghai, Peoples R China; [English, Lyn D.; King, Donna T.] Queensland Univ Technol, Fac Educ, Victoria Pk Rd, Brisbane, Qld 4059, Australia; [Li, S.; Ernst, J. V.] Virginia Tech, Sch Educ, Integrat STEM Educ, 366 Smyth Hall, Blacksburg, VA 24061 USA; [Williams, T. O.] Virginia Tech, Sch Educ, Special Educ, Blacksburg, VA 24061 USA; [Mulqueeny, Kevin; Kostyuk, Victor] Reasoning Mind, 2000 Bering Dr,Suite 300, Houston, TX 77057 USA; [Baker, Ryan S.; Ocumpaugh, Jaclyn] Columbia Univ Teachers Coll, New York, NY 10027 USA; [Lee, Youjung; Bronstein, Laura] SUNY Binghamton, Coll Community & Publ Affairs, Binghamton, NY 13902 USA; [Anderson, Elizabeth] SUNY Binghamton, Grad Sch Educ, Binghamton, NY 13902 USA; [Dutta, Alo; Kundu, Madan] Southern Univ Baton Rouge, Baton Rouge, LA 70813 USA; [Kang, Hyun-Ju; Kaya, Cahit; Benton, Susan Flowers; Sharp, Seneca Edward; Chan, Fong] Univ Wisconsin, Madison, WI 53706 USA; [Cardoso, Elizabeth da Silva] CUNY Hunter Coll, New York, NY 10003 USA; 0; [Anderson, Margery K.; Tenenbaum, Laura S.; Ramadorai, Swati B.; Yourick, Debra L.] Walter Reed Army Inst Res, 503 Robert Grant Ave Rm 1A22, Silver Spring, MD 20910 USA; [Tenenbaum, Laura S.] Walter Reed Army Inst Res, Sch Psychol, Silver Spring, MD 20910 USA; [Ramadorai, Swati B.] Walter Reed Army Inst Res, Educ Outreach, Silver Spring, MD 20910 USA; [Yourick, Debra L.] Walter Reed Army Inst Res, Sci Educ & Strateg Commun, Silver Spring, MD 20910 USA; [Cook, G.] Oklahoma State Univ, Ctr Hlth Sci, Anat Cell Biol, Tulsa, OK 74106 USA; [Arrieta, Diane] Florida Atlantic Univ, Jupiter, FL 33458 USA; [Kern, Jacqueline] Palm Beach State Coll, Palm Beach Gardens, FL 33410 USA; [Borowczak, Mike] Erebus Labs, POB 1554, Laramie, WY 82073 USA; [Poland, Susan] George Mason Univ, 4400 Univ Dr,MS4D1, Fairfax, VA 22036 USA; [Plevyak, Linda] Univ Cincinnati, Cincinnati, OH 45220 USA; [Howe, Christine; Luthman, Stefanie; Ruthven, Kenneth; Mercer, Neil; Hofmann, Riikka; Ilie, Sonia; Guardia, Paula] Univ Cambridge, Fac Educ, Cambridge, England; [Wasserman, Nicholas H.] Columbia Univ, Teachers Coll, New York, NY 10027 USA; [Wasserman, Nicholas H.] Columbia Univ, Teachers Coll, New York, NY 10027 USA; [Rossi, Dara] Southern Methodist Univ, Dallas, TX 75275 USA; [Gonzales, A. N.; Van Tuyl, L.; Martinez, B.; Baluch, D. P.] Arizona State Univ, Sch Life Sci, Tempe, AZ USA; [Hasper, E.; Windhorst, R. A.] Arizona State Univ, Sch Space & Earth Explorat, Tempe, AZ USA; [Hedgpeth, T.] Arizona State Univ, Disabil Resource Ctr, Tempe, AZ USA; [Byars-Winston, Angela] Univ Wisconsin, Dept Med, Madison, WI 53715 USA; Colorado State Univ, Dept Microbiol Immunol & Pathol, Ft Collins, CO 80523 USA; [Micari, Marina] Northwestern Univ, Evanston, IL 60208 USA; [Pazos, Pilar] Old Dominion Univ, Norfolk, VA 23529 USA; [Dabney, Katherine P.] Virginia Commonwealth Univ, Dept Teaching & Learning, Richmond, VA 23284 USA; [Tai, Robert H.] Univ Virginia, Curry Sch Educ, Charlottesville, VA 22904 USA; [Fakayode, Sayo O.] N Carolina Agr & Tech State Univ, Dept Chem, Greensboro, NC 27411 USA; [Pollard, David A.] Winston Salem State Univ, Dept Chem, Winston Salem, NC 27110 USA; [Snipes, Vincent T.] Winston Salem State Univ, Dept Math, Winston Salem, NC 27110 USA; [Atkinson, Alvin] Winston Salem State Univ, Ctr Community Safety, Winston Salem, NC 27110 USA; [Rushton, Gregory T.; Polizzi, Samuel J.] Kennesaw State Univ, Kennesaw, GA 30144 USA; [Ray, Herman E.] Kennesaw State Univ, Dept Stat & Analyt Sci, Kennesaw, GA 30144 USA; [Criswell, Brett A.] Univ Kentucky, Lexington, KY 40509 USA; [Bearss, Clyde J.; Levelsmier, Nicholas; Chhita, Himanshu] Kennesaw State Univ, Dept Math & Stat, Kennesaw, GA 30144 USA; [Kirchhoff, Mary] Amer Chem Soc, Washington, DC 20036 USA; Bayer Corp, Pittsburgh, PA 15205 USA; [Evans, Michael A.] Virginia Tech, Dept Learning Sci & Technol, Blacksburg, VA 24061 USA; [Lopez, Megan; Duke, Rebekah] Virginia Tech, Dept Psychol, Blacksburg, VA 24061 USA; [Maddox, Donna] Virginia Tech, Dept Chem Engn, Blacksburg, VA 24061 USA; [Drape, Tiffany] Virginia Tech, Off Educ Res & Outreach, Blacksburg, VA 24061 USA; [Winters, John V.] Oklahoma State Univ, Stillwater, OK 74078 USA; [Winters, John V.] IZA, Bonn, Germany; Claremont Grad Univ, Claremont, CA 91711 USA; [Berk, Louis J.] Univ Massachusetts, Sch Med, Worcester, MA USA; [Muret-Wagstaff, Sharon L.; Oriol, Nancy E.] Beth Israel Deaconess Med Ctr, Dept Anesthesia Crit Care & Pain Med, Boston, MA 02215 USA; [Muret-Wagstaff, Sharon L.; Oriol, Nancy E.] Harvard Univ, Sch Med, Dept Anaesthesia, Boston, MA 02115 USA; [Goyal, Riya] Hofstra Univ, Hofstra North Shore LIJ Sch Med, Hempstead, NY 11550 USA; [Joyal, Julie A.] Harvard Univ, Sch Med, HMS MEDsci, Boston, MA 02115 USA; [Gordon, James A.] Massachusetts Gen Hosp, MGH Learning Lab, Dept Emergency Med, Boston, MA 02114 USA; [Gordon, James A.] Massachusetts Gen Hosp, Div Med Simulat, Dept Emergency Med, Boston, MA 02114 USA; [Gordon, James A.; Oriol, Nancy E.] Harvard Univ, Sch Med, Gilbert Program Med Simulat, Boston, MA 02115 USA; [Faux, Russell] Davis Sq Res Associates, Somerville, NJ USA; [Cole, Renee; Stanford, Courtney] Univ Iowa, Dept Chem, Iowa City, IA 52242 USA; [Khatri, Raina; Henderson, Charles] Western Michigan Univ, Kalamazoo, MI 49008 USA; [Froyd, Jeff] Texas A&M Univ, College Stn, TX 77843 USA; [Deards, Kiyomi D.] Univ Nebraska, Dept Res & Instruct Serv, Lincoln, NE 68506 USA; [Burks, Raychelle] Doanne Coll, Dept Chem, Crete, NE 68333 USA; [Warner, Isiah M.; Crawford, Melissa; Wilson, Zakiya; Wright, Ashleigh; Thomas, Gloria] Louisiana State Univ, Off Strateg Initiat, Baton Rouge, LA 70803 USA; [Pang, Su-Seng; Li, Guoqiang] Louisiana State Univ, Dept Mech & Ind Engn, Baton Rouge, LA 70803 USA; [Gulwani, Sumit] Microsoft Res, Redmond, WA 98052 USA; [Gulwani, Sumit] Indian Inst Technol, Dept Comp Sci & Engn, Kanpur 208016, Uttar Pradesh, India; [Gulwani, Sumit] Univ Washington, Dept Comp Sci & Engn, Seattle, WA 98195 USA; [Supalo, Cary A.; Larrick, Carleigh G.] Illinois State Univ, Dept Chem, Normal, IL 61790 USA; [Hill, April A.] Metropolitan State Univ Denver, Dept Chem, Denver, CO 80217 USA; 0; Jerusalem Coll, IL-91160 Jerusalem, Israel; 0; Univ Arizona, Dept Chem & Biochem, Tucson, AZ 85721 USA; Penn State Univ, Behrend Coll, Erie, PA 16563 USA; 0; [Bragg, Debra D.] Univ Illinois, Off Community Coll Res & Leadership, Dept Educ Policy Org & Leadership, Champaign, IL 61820 USA; [Taylor, Jason L.] Univ Illinois, Off Community Coll Res & Leadership, Champaign, IL 61820 USA; [Allen-Ramdial, Stacy-Ann A.] Brown Univ, Providence, RI 02912 USA; [Campbell, Andrew G.] Brown Univ, Dept Mol Microbiol & Immunol, Providence, RI 02912 USA; [Campbell, Andrew G.] Initiat Maximize Student Dev Program, Berkeley, CA USA; [Cohen, Cheryl A.; Hegarty, Mary] Univ Calif Santa Barbara, Santa Barbara, CA 93106 USA; [Lin, Peng-Chun] Chinese Culture Univ, Grad Inst Informat Management, Taipei, Taiwan; [Lin, Peng-Chun] Natl Taiwan Normal Univ, Grad Inst Informat & Comp Educ, Taipei, Taiwan; [Hou, Huei-Tse] Natl Taiwan Univ Sci & Technol, Grad Inst Appl Sci & Technol, Taipei, Taiwan; [Wu, Sheng-Yi] Univ Kang Ning, Dept Informat Commun, Tainan, Taiwan; [Chang, Kuo-En] Natl Taiwan Normal Univ, Grad Inst Informat & Comp Educ, Taipei, Taiwan; [Chen, Chien-fei] Univ Tennessee, NSF DOE Engn Res Ctr CURENT, Knoxville, TN 37996 USA; [Tomsovic, Kevin] Univ Tennessee, Dept Elect Engn & Comp Sci, Knoxville, TN 37996 USA; [Aydeniz, Mehmet] Univ Tennessee, Theory & Practice Teacher Educ, Knoxville, TN 37996 USA; [Smith, Jessi L.; Huntoon, Meghan] Montana State Univ, Dept Psychol, Bozeman, MT 59717 USA; [Cech, Erin] Rice Univ, Dept Sociol, Houston, TX 77251 USA; [Metz, Anneke] So Illinois Univ, Dept Med Educ, Carbondale, IL 62901 USA; [Moyer, Christina] No Arizona Univ, Dept Psychol Sci, Flagstaff, AZ 86011 USA; 0; [Freeman, Scott; Eddy, Sarah L.; McDonough, Miles; Okoroafor, Nnadozie; Jordt, Hannah; Wenderoth, Mary Pat] Univ Washington, Dept Biol, Seattle, WA 98195 USA; [Smith, Michelle K.] Univ Maine, Sch Biol & Ecol, Orono, ME 04469 USA; [Bahri, Nurnadiah Mohamed; Osman, Kamisah] Natl Univ Malaysia, Selangor, Malaysia; [Suryawati, Evi] Riau Univ, Jalan Patimura, Indonesia; [Fadzil, Hidayah Mohd; Saat, Rohaida Mohd] Univ Malaya, Kuala Lumpur 50603, Malaysia; [Meng, Chew Cheng] Univ Sains Malaysia, George Town, Malaysia; [Idris, Noraini; Eu, Leong Kwan] Univ Malaya, Kuala Lumpur, Malaysia; [Osman, Kamisah] Natl Univ Malaysia, Bangi, Malaysia; [Saat, Rohaida Mohd] Univ Malaya, Kuala Lumpur, Malaysia; [Jayarajah, Kamaleswaran; Saat, Rohaida Mohd; Rauf, Rose Amnah Abdul] Univ Malaya, Kuala Lumpur, Malaysia; [Dickerson, Daniel L.] Old Dominion Univ, STEM Educ & Profess Studies, Norfolk, VA 23529 USA; [Eckhoff, Angela; Chappell, Shanan; Hathcock, Stephanie] Old Dominion Univ, Norfolk, VA 23529 USA; [Stewart, Craig O.] Univ Memphis, Memphis, TN 38152 USA; [Cwikla, Julie] CISSTEM Ctr Integrat Studies STEM, Mobile, AL 36688 USA; [Cwikla, Julie] Univ S Alabama, Mobile, AL 36688 USA; [Milroy, Scott] Univ So Mississippi, Stennis Space Ctr, MS 39529 USA; [Reider, David] Educ Design Inc, Newtonville, MA 02460 USA; [Fakayode, Sayo O.] N Carolina Agr & Tech State Univ, Dept Chem, Greensboro, NC 27411 USA; [Yakubu, Marnudu; Adeyeye, Olasumbo M.; Pollard, David A.] Winston Salem State Univ, Dept Chem, Winston Salem, NC 27110 USA; [Mohammed, Abdul K.] N Carolina Cent Univ, Dept Chem, Durham, NC 27707 USA; [Lester, James C.; Spires, Hiller A.; Nietfeld, John L.; Minogue, James; Mott, Bradford W.; Lobene, Eleni V.] N Carolina State Univ, Raleigh, NC 27695 USA; [Janelle, Donald G.; Hegarty, Mary] Univ Calif Santa Barbara, Santa Barbara, CA 93106 USA; [Newcombe, Nora S.] Temple Univ, Philadelphia, PA 19122 USA; [Besterfield-Sacre, Mary] Univ Pittsburgh, Pittsburgh, PA 15261 USA; [Cox, Monica F.; Beddoes, Kacey] Purdue Univ, Sch Engn Educ, W Lafayette, IN 47907 USA; [Borrego, Maura] Virginia Tech, Engn Educ Dept, Blacksburg, VA 24061 USA; [Zhu, Jiabin] Shanghai Jiao Tong Univ, Grad Sch Educ, Shanghai 200240, Peoples R China; [Borrego, Maura] Virginia Tech, Grad Sch, Blacksburg, VA 24061 USA; [Borrego, Maura] Virginia Tech, Blacksburg, VA 24061 USA; [Henderson, Charles] Western Michigan Univ, Dept Phys, Kalamazoo, MI 49008 USA; [Henderson, Charles] Western Michigan Univ, Mallinson Inst Sci Educ, Kalamazoo, MI 49008 USA; [Vercellotti, Sharon; Vercellotti, John] V LABS INC, Covington, LA 70433 USA; [Fakayode, Sayo O.] N Carolina Agr & Tech State Univ, Dept Chem, Greensboro, NC 27411 USA; [Pollard, David A.; Snipes, Vincent T.; Atkinson, Alvin] Winston Salem State Univ, Winston Salem, NC 27110 USA; Calif State Univ Long Beach, Dept Sci Educ, Long Beach, CA 90840 USA; [Theobald, Roddy] Univ Washington, Dept Stat, Seattle, WA 98195 USA; [Freeman, Scott] Univ Washington, Dept Biol, Seattle, WA 98195 USA; [Saxton, Emily] Portland State Univ, Ctr Sci Educ, Portland, OR 97201 USA; [Burns, Robin] Intel Corp, Santa Clara, CA 95051 USA; [Holveck, Susan] Beaverton Sch Dist, Beaverton, OR 97006 USA; [Kelley, Sybil; Rigelman, Nicole] Portland State Univ, Grad Sch Educ, Portland, OR 97201 USA; [Prince, Daniel] Multnomah Educ Serv Dist, Outdoor Sch Program, Portland, OR USA; [Skinner, Ellen A.] Portland State Univ, Dept Psychol, Portland, OR 97201 USA; [Muindi, Fanuel] MIT, Cambridge, MA 02139 USA; [Guha, Moytrayee] Harvard Univ, Brigham & Womens Hosp, Sch Med, Boston, MA 02115 USA; [Barker, Bradley S.] Univ Nebraska, Lincoln, NE 68516 USA; [Nugent, Gwen] Univ Nebraska, Nebraska Ctr Res Children Youth Families & Sch, Lincoln, NE 68588 USA; [Grandgenett, Neal F.] Univ Nebraska, Dr George & Sally Haddix Community Chair STEM Edu, Omaha, NE 68182 USA; [Hernandez, Paul R.; Bodin, Ralph; Elliott, Jonathan W.; Rambo-Hernandez, Karen E.] Colorado State Univ, Sch Educ, Ft Collins, CO 80523 USA; [Ibrahim, Badaruddin] Univ Tun Hussein Onn Malaysia, Batu Pahat, Malaysia; [Chen, Thomas W.; de Miranda, Michael A.] Colorado State Univ, Coll Engn, Ft Collins, CO 80523 USA; [Sahin, Alpaslan] Texas A&M Univ, Coll Educ, College Stn, TX 77843 USA; [Ayar, Mehmet C.] TUBITAK, Ankara, Turkey; [Adiguzel, Tufan] Bahcesehir Univ, Coll Arts & Sci, Dept Math & Comp Sci, Istanbul, Turkey; [Adamuti-Trache, Maria] Univ Texas Arlington, Arlington, TX 76019 USA; [Sweet, Robert] Lakehead Univ, Fac Educ, Thunder Bay, ON P7B 5E1, Canada; [Donovan, Brian M.; Osborne, Jonathan F.] Stanford Univ, Stanford Grad Sch Educ, Stanford, CA 94305 USA; [Mateos, David Moreno] CNRS, Ctr Ecol Fonct & Evolut, UMR 5175, Montpellier, France; [Bisaccio, Daniel J.] Brown Univ, Dept Educ, Providence, RI 02912 USA; [Nicholls, Gillian M.] Univ Alabama, Huntsville, AL 35899 USA; [Wolfe, Harvey; Besterfield-Sacre, Mary; Shuman, Larry J.] Univ Pittsburgh, Dept Ind Engn, Pittsburgh, PA 15261 USA; [Corlu, M. Sencer] Bilkent Univ, Grad Sch Educ, Bilkent, Turkey; [Capraro, Robert M.; Capraro, Mary M.] Texas A&M Univ, Dept Teaching Learning & Culture, College Stn, TX 77843 USA; [Talaue, Frederick Toralballa] Nanyang Technol Univ, Singapore 637616, Singapore; [Bissaker, Kerry] Flinders Univ S Australia, Adelaide, SA 5001, Australia; 0; [Assefa, Shimelis G.] Univ Denver, Dept Res Methods & Informat Sci, Denver, CO 80208 USA; [Rorissa, Abebe] SUNY Albany, Dept Informat Studies, Albany, NY 12222 USA; [MacPhee, David] Colorado State Univ, Dept Human Dev & Family Studies, Ft Collins, CO 80523 USA; [Farro, Samantha] Colorado State Univ, Ft Collins, CO 80523 USA; [Canetto, Silvia Sara] Colorado State Univ, Dept Psychol, Ft Collins, CO 80523 USA; [Merolla, David M.] Wayne State Univ, Dept Sociol, Detroit, MI 48202 USA; [Serpe, Richard T.] Kent State Univ, Dept Sociol, Kent, OH 44242 USA; [Wang, Ming-Te; Degol, Jessica] Univ Pittsburgh, Sch Educ, Dept Appl Dev Psychol, Pittsburgh, PA 15260 USA; [Doyle, Kari M. H.] Bay Sch San Francisco, San Francisco, CA 94129 USA; [Vale, Ronald D.] Univ Calif San Francisco, Dept Cellular & Mol Pharmacol, San Francisco, CA 94158 USA; [Vale, Ronald D.] Univ Calif San Francisco, Howard Hughes Med Inst, San Francisco, CA 94158 USA; [Taylor, Holly A.] Tufts Univ, Medford, MA 02155 USA; [Uttal, David H.; Miller, David I.] Northwestern Univ, Evanston, IL 60208 USA; [Newcombe, Nora S.] Temple Univ, Philadelphia, PA 19122 USA; [Hughes, Roxanne M.; Nzekwe, Brandon] Natl High Magnet Field Lab, Ctr Integrating Res & Learning, Tallahassee, FL 32310 USA; [Molyneaux, Kristen J.] Firelight Fdn, Santa Cruz, CA 95060 USA; [Towns, Marcy] Purdue Univ, Dept Chem, W Lafayette, IN 47907 USA; [Thompson, John] Univ Maine, Dept Phys & Astron, Orono, ME 04469 USA; [Christensen, Warren] N Dakota State Univ, Dept Phys, Frgo, ND 58108 USA; [Rasmussen, Chris] San Diego State Univ, Dept Math & Stat, San Diego, CA 92120 USA; [Else-Quest, Nicole M.] Univ Maryland Baltimore Cty, Dept Psychol, Baltimore, MD 21250 USA; [Mineo, Concetta C.] Penn State Univ, Dept Human Dev & Family Studies, University Pk, PA 16802 USA; [Higgins, Ashley] Philadelphia Coll Osteopath Med, Dept Psychol, Philadelphia, PA USA; Bilkent Univ, Grad Sch Educ, TR-06800 Ankara, Turkey; Hampshire Coll, Sch Nat Sci, Amherst, MA 01002 USA; Univ Wisconsin, Dept Educ Leadership & Policy Anal, Madison, WI 53706 USA; [Miller, David I.] Univ Calif Berkeley, Grad Sch Educ, Berkeley, CA 94607 USA; [Halpern, Diane F.] Claremont Mckenna Coll, Dept Psychol, Claremont, CA 91711 USA; [McCright, Aaron M.; O'Shea, Brian W.; Sweeder, Ryan D.; Urquhart, Gerald R.; Zeleke, Aklilu] Michigan State Univ, Lyman Briggs Coll, E Lansing, MI 48825 USA; [McCright, Aaron M.] Michigan State Univ, Dept Sociol, E Lansing, MI 48825 USA; [McCright, Aaron M.] Michigan State Univ, Environm Sci & Policy Program, E Lansing, MI 48825 USA; [O'Shea, Brian W.] Michigan State Univ, Dept Phys & Astron, E Lansing, MI 48825 USA; [Urquhart, Gerald R.] Michigan State Univ, Dept Fisheries & Wildlife & Int Studies & Program, E Lansing, MI 48825 USA; [Zeleke, Aklilu] Michigan State Univ, Dept Stat & Probabil, E Lansing, MI 48825 USA; [Borrego, Maura; Cutler, Stephanie] Virginia Tech, Blacksburg, VA 24061 USA; [Prince, Michael] Bucknell Univ, Lewisburg, PA 17837 USA; [Henderson, Charles] Western Michigan Univ, Dept Phys, Kalamazoo, MI 49008 USA; [Henderson, Charles] Western Michigan Univ, Mallinson Inst Sci Educ, Kalamazoo, MI 49008 USA; [Froyd, Jeffrey E.] Texas A&M Univ, College Stn, TX 77843 USA; 0; 0; [Ampaw, Frim; Partlo, Margaret] Cent Michigan Univ, Dept Educ Leadership, Mt Pleasant, MI 48859 USA; [Eseryel, Deniz; Ifenthaler, Dirk; Ge, Xun] Univ Oklahoma, Dept Educ Psychol, Norman, OK 73019 USA; 0; 0; [Anderson, Misti Ault] Georgetown Univ, Med Ctr, Dept Microbiol & Immunol, Washington, DC 20057 USA; [Anderson, Misti Ault; Giordano, James] Potomac Inst Policy Studies, Arlington, VA 22203 USA; [Giordano, James] Georgetown Univ, Med Ctr, Neuroeth Studies Program, Edmund D Pellegrino Ctr Clin Bioeth, Washington, DC 20057 USA; [Giordano, James] Georgetown Univ, Med Ctr, Div Integrat Physiol, Dept Biochem, Washington, DC 20057 USA; [Giordano, James] Univ Munich, Human Sci Ctr, D-80336 Munich, Germany; [Giordano, James] Univ Munich, Human Sci Ctr, D-83646 Bad Tolz, Germany; 0; [Gandhi, Eshani; Orgill, MaryKay; Schrader, P. G.] Univ Nevada, Dept Chem, Las Vegas, NV 89154 USA; [Kukreti, Anant R.] Univ Cincinnati, Sch Energy Environm Biol & Med Engn, Cincinnati, OH 45221 USA; [Maltbie, Catherine V.] Univ Cincinnati, Coll Educ, Criminal Justice & Human Serv Evaluat Serv Ctr, Cincinnati, OH 45221 USA; [Tower, Roger] Independence Sci, W Lafayette, IN 47906 USA; [Bakhiet, Raga] Southwestern Coll, Chula Vista, CA USA; [Carcia, Theresa] SDSU, Coll Engn, San Diego, CA USA; [Alvarez, Rafael] SDCC, San Diego, CA USA; [Dutnall, Robert N.] Univ San Diego, Dept Chem & Biochem, San Diego, CA 92110 USA; [Banner, Valentyna; Booker, Aja; Vizzo, Emily; Kane, Christine] San Diego Global Vis Acad, San Diego, CA USA; [Krogh, Lars Brian; Andersen, Hanne Moeller] Aarhus Univ, Ctr Sci Educ, DK-8000 Aarhus C, Denmark; [Ryan, Melissa S.] Ocean Technol Fdn, Mystic, CT 06355 USA; 0; [Nag, Sreeja; Katz, Jacob G.; Saenz-Otero, Alvar] MIT, Dept Aeronaut & Astronaut, Cambridge, MA 02139 USA; [McLurkin, James; John, Meagan; Kaseman, Quillan; Lynch, Andrew J.] Rice Univ, Dept Comp Sci, Houston, TX 77005 USA; [Rykowski, Joshua] US Mil Acad, Dept Comp Sci, West Point, NY 10996 USA; [Tseng, Kuo-Hung; Chen, Wen-Ping] Meiho Univ, Grad Inst Business & Management, Pingtung 91202, Pingtung County, Taiwan; [Chang, Chi-Cheng] Natl Taiwan Normal Univ, Dept Technol Applicat & Human Resource Dev, Taipei 10610, Taiwan; [Lou, Shi-Jer] Natl Pingtung Univ Sci & Technol, Grad Inst Vocat & Tech Educ, Nei Pu Township, Pingtung County, Taiwan; [Nadelson, Louis S.] Boise State Univ, C&I, Coll Educ, Boise, ID 83725 USA; [Pyke, Patricia] Boise State Univ, STEM Stn, Boise, ID 83725 USA; [Blustein, David L.] Boston Coll, Dept Counseling Dev & Educ Psychol, Lynch Sch Educ, Chestnut Hill, MA 02467 USA; [Lee, Youjin] Boston Coll, Educ Res Measurement & Evaluat ERME Program, Chestnut Hill, MA 02467 USA; [Geisinger, Brandi N.; Raman, D. Raj] Iowa State Univ, Res Inst Studies Educ, Ames, IA 50011 USA; [Engberg, Mark E.] Loyola Univ Chicago, Chicago, IL USA; [Wolniak, Gregory C.] Univ Chicago, NORC, Chicago, IL 60637 USA; [Andree, Maria] Stockholm Univ, Dept Math & Sci Educ, S-10691 Stockholm, Sweden; [Hansson, Lena] Kristianstad Univ, Learning Sci & Math LISMA, Kristianstad, Sweden; [Hudson, Peter; English, Lyn D.] Fac Educ, Sch Curriculum, Brisbane, Qld, Australia; [Dawes, Les] Fac Sci & Engn, Sch Earth Environm & Biol Sci, Brisbane, Qld, Australia; [Martinez, Edward; Lindline, Jennifer; Petronis, Michael S.] New Mexico Highlands Univ, Nat Resource Management Dept, Las Vegas, NM 87701 USA; [Pilotti, Maura] New Mexico Highlands Univ, Dept Social & Behav Sci, Las Vegas, NM 87701 USA; [Banning, James; Folkestad, James E.] Colorado State Univ, Sch Educ, Ft Collins, CO 80523 USA; [Cohen, Cheryl A.] Northwestern Univ, Dept Psychol, Evanston, IL 60208 USA; [Hegarty, Mary] Univ Calif Santa Barbara, Santa Barbara, CA 93106 USA; Univ Alabama, Huntsville, AL USA; [Hudson, Peter; English, Lyn D.; Dawes, Les; Macri, Jo] Queensland Univ Technol, Kelvin Grove, Qld 4059, Australia; [Ashe, Colin A.; Yaron, David J.; Chase, Catherine; Adamson, David] Carnegie Mellon Univ, Pittsburgh, PA 15213 USA; [Carter, W. Craig] MIT, Cambridge, MA 02139 USA; [Bartolo, Laura] Kent State Univ, Kent, OH 44242 USA; [Cooper, Melanie M.] Clemson Univ, Dept Chem, Clemson, SC 29634 USA; [Cooper, Melanie M.] Clemson Univ, Dept Chem, Clemson, SC 29634 USA; [Brickman, Peggy] Univ Georgia, Athens, GA 30602 USA; [Gormally, Cara] Georgia Inst Technol, Introductory Biol Labs, Sch Biol, Atlanta, GA 30332 USA; [Francom, Greg] No State Univ, Aberdeen, SD 57401 USA; [Jardelezz, Sarah E.] Michigan State Univ, E Lansing, MI 48824 USA; [Schutte, Virginia G. W.] Univ Georgia, Athens, GA 30602 USA; [Jordan, Carly] Univ Wyoming, Laramie, WY 82071 USA; [Kanizay, Lisa] Univ Georgia, Athens, GA 30602 USA; [Pazicni, Samuel] Univ New Hampshire, Dept Chem, Durham, NH 03824 USA; [Vazquez, Anne V.; McLoughlin, Kaitlin; Sabbagh, Melanie; Runkle, Adam C.; Simon, Jeffrey; Coppola, Brian P.] Univ Michigan, Dept Chem, Ann Arbor, MI 48109 USA; [Carr, Ronald L.; Strobel, Johannes] Purdue Univ, Inst Engn Res & Learning P12, INSPIRE, W Lafayette, IN 47907 USA; 0; [Yu, Chong Ho; DiGangi, Samuel; Jannasch-Pennell, Angel] Arizona State Univ, Appl Learning Technol Inst, Scottsdale, AZ 85257 USA; [Cheville, R. Alan] Oklahoma State Univ, Sch Elect & Comp Engn, Oklahoma City, OK 74074 USA; [Cheville, R. Alan] Natl Sci Fdn, Div Engn Educ & Ctr, Arlington, VA 22230 USA; [Subramaniam, Mega M.] Univ Maryland, Informat Policy & Access Ctr, Coll Informat Studies, College Pk, MD 20742 USA; [Tate, William F.; Thorne-Wallington, Elizabeth] Washington Univ, Dept Educ Arts & Sci, St Louis, MO 63130 USA; [Hogrebe, Mark C.] Washington Univ, Dept Educ, St Louis, MO 63130 USA; [Schmidt, Christopher D.] Villanova Univ, Dept Educ & Counseling, Coll Liberal Arts & Sci, Villanova, PA 19085 USA; [Rokutani, Laurie J.] Moonshadow, Williamsburg, VA USA; [Hardinge, Gail B.] Coll William & Mary, Sch Educ, Williamsburg, VA 23187 USA; [Meyers, Kerry L.; Goodrich, Victoria; Brockman, Jay] Univ Notre Dame, Notre Dame, IN 46556 USA; [Merwade, V.] Purdue Univ, Sch Civil Engn, W Lafayette, IN 47907 USA; [Ruddell, B. L.] Arizona State Univ, Dept Engn, Coll Technol & Innovat, Mesa, AZ USA; [Sjaastad, Jorgen] Univ Oslo, Dept Phys, Blindern, Norway; [Uttal, David H.; Cohen, Cheryl A.] Northwestern Univ, Dept Psychol, Evanston, IL 60208 USA; [Uttal, David H.; Cohen, Cheryl A.] Northwestern Univ, Sch Educ & Social Policy, Evanston, IL 60208 USA; Robert Gordon Univ, Inst Innovat Design & Sustainabil Res, Aberdeen AB10 7QD, Scotland; [Henderson, Charles] Western Michigan Univ, Dept Phys, Kalamazoo, MI 49008 USA; [Henderson, Charles] Western Michigan Univ, Mallinson Inst Sci Educ, Kalamazoo, MI 49008 USA; [Finkelstein, Noah] Univ Colorado, Dept Phys, Boulder, CO 80309 USA; [Riga, Alan T.] Cleveland State Univ, Dept Chem, Coll Sci & Hlth Profess, Cleveland, OH 44115 USA; [Matthews, M. Ellen] Buckeye Pharmaceut, Beachwood, OH 44122 USA; [Greenseid, Lija O.] Profess Data Analysts Inc, Minneapolis, MN USA; [Lawrenz, Frances] Univ Minnesota, Minneapolis, MN USA; [Rule, Gordon] Carnegie Mellon Univ, Dept Biol Sci, Pittsburgh, PA 15213 USA; [Bajzek, Diana] Carnegie Mellon Univ, Off Technol Educ, Pittsburgh, PA 15213 USA; [Goodman, Anya] Calif Polytech State Univ San Luis Obispo, Dept Chem & Biochem, San Luis Obispo, CA 93407 USA; [Kessler, Aaron] Univ Pittsburgh, Sch Educ, Pittsburgh, PA 15213 USA; [Malcom, Lindsey E.] Univ Calif Riverside, Grad Sch Educ, Riverside, CA 92521 USA; [Malcom, Shirley M.] Amer Assoc Advancement Sci, Educ Program, Washington, DC USA; [Malcom, Shirley M.] Amer Assoc Advancement Sci, Human Resources Program, Washington, DC USA; [Myers, Carrie B.] Montana State Univ, Dept Educ, Bozeman, MT 59717 USA; [Pavel, D. Michael] Univ Oregon, Eugene, OR 97403 USA; [Capobianco, Brenda M.] Purdue Univ, Dept Curriculum & Instruct, Coll Educ, W Lafayette, IN 47907 USA; [Capobianco, Brenda M.] Purdue Univ, Sch Engn Educ, Coll Educ, W Lafayette, IN 47907 USA; [Weller, Jessica] Purdue Univ, Coll Sci, W Lafayette, IN 47907 USA; [Kaufman, Senator Edward E.] US Senate, Washington, DC 20510 USA; [Eseryel, Deniz] Univ Oklahoma, Dept Educ Psychol, Norman, OK 73019 USA; [Ifenthaler, Dirk] Univ Mannheim, D-6800 Mannheim 1, Germany; 0; [Lopez, Enrique; Kim, Jennifer; Nandagopal, Kiruthiga; Shavelson, Richard J.] Stanford Univ, Dept Educ, Stanford, CA 94305 USA; [Cardin, Nate] Stanford Univ, Dept Chem, Stanford, CA 94305 USA; [Penn, John H.] W Virginia Univ, Dept Chem, Morgantown, WV 26506 USA; [Woodard, Lisa J.] Washington State Univ, Coll Pharm, Dept Pharmacotherapy, Spokane, WA 99210 USA; [Wilson, Judith S.] San Joaquin Cty Off Educ, Stockton, CA USA; [Blankenship, James] Univ Pacific, Thomas J Long Sch Pharm & Hlth Sci, Stockton, CA 95211 USA; [Lindsey, Marti] Univ Arizona, Coll Pharm, Tucson, AZ 85721 USA; Univ Birmingham, Sch Educ, Birmingham B15 2TT, W Midlands, England; [English, Lyn D.; Hudson, Peter] Queensland Univ Technol, Sch Math Sci & Technol Educ, Brisbane, Qld 4001, Australia; [Dawes, Les] Queensland Univ Technol, Sch Urban Dev, Brisbane, Qld 4001, Australia; Soc Mfg Engineers SME Educ Fdn, Dearborn, MI USA; [Denker, S. P.; Lindburg, L.] BayBio Inst, San Francisco, CA USA; 0; [Foster, K. M.; Bergin, K. B.; McKenna, A. F.; Millard, D. L.; Perez, L. C.; Prival, J. T.; Rainey, D. Y.; Sevian, H. M.; VanderPutten, E. A.; Hamos, J. E.] Natl Sci Fdn, Div Undergrad Educ, Arlington, VA 22230 USA; [Foster, K. M.] Univ Texas Austin, Inst Community, Austin, TX 78712 USA; [Foster, K. M.] Univ Texas Austin, Sch Partnerships, Austin, TX 78712 USA; [Nicholls, Gillian M.] Univ Alabama, Huntsville, AL 35899 USA; [Besterfield-Sacre, Mary] Univ Pittsburgh, Dept Ind Engn, Pittsburgh, PA 15261 USA; [Besterfield-Sacre, Mary] Univ Pittsburgh, Ctr Learning Res & Dev, Pittsburgh, PA 15261 USA; Battelle Mem Inst, Columbus, OH 43201 USA; 0; Battelle Mem Inst, Columbus, OH 43201 USA; 0; [Riechert, Susan E.] Univ Tennessee, Knoxville, TN 37996 USA; [Post, Brian K.] Georgia Inst Technol, Sch Mech Engn, Atlanta, GA 30318 USA; [Pazos, Pilar] Old Dominion Univ, Engn Management & Syst Engn Dept, Norfolk, VA 23529 USA; [Micari, Marina; Light, Gregory] Northwestern Univ, Searle Ctr Teaching Excellence, Evanston, IL USA; [Light, Gregory] Northwestern Univ, Sch Educ & Social Policy, Evanston, IL USA; [Hopkinson, Peter; James, Peter] Univ Bradford, Ecovers Off, Bradford BD7 1DP, W Yorkshire, England; 0; [Stubbs, Kristen N.] iRobot Corp, Bedford, MA USA; [Yanco, Holly A.] Univ Massachusetts Lowell, Lowell, MA USA; 0; [Labov, Jay B.; Schweingruber, Heidi A.; Hilton, Margaret L.] CNR, Ctr Educ, Washington, DC 20001 USA; [Singer, Susan R.] Carleton Coll, Dept Biol, Northfield, MN 55057 USA; [George, Melvin D.] Univ Missouri, Off President, Columbia, MO 65211 USA; [Cantrell, Pamela] Brigham Young Univ, Dept Teacher Educ, Provo, UT 84602 USA; [Ewing-Taylor, Jacque] Univ Nevada, Raggio Res Ctr STEM Educ, Coll Educ, Reno, NV 89557 USA; 0; 0; Cornell Univ, Ithaca, NY 14853 USA; [Mayo, Merrilea J.] Ewing Marion Kauffman Fdn, Kansas City, MO 64110 USA; [Amato-Henderson, Susan] Michigan Technol Univ, Dept Cognit & Learning Sci, Houghton, MI 49931 USA; [Lehman, John B.] Michigan Technol Univ, Enrollment Serv, Houghton, MI 49931 USA; [Cattelino, Peter] Michigan Technol Univ, YES, Expo Program, Houghton, MI 49931 USA; [Cattelino, Peter] Michigan Technol Univ, YES, Educ Program, Houghton, MI 49931 USA; 0; 0; [Narum, Jeanne L.] Independent Coll Off, Project Kaleidoscope, Washington, DC 20036 USA; 0; 0; 0; 0; 0; Univ Pittsburgh, Pittsburgh, PA 15261 USA; Esso Thailand Publ Co Ltd, Bangkok 10120, Thailand; [Strozak, Victor S.] CUNY, Ctr Adv Study Educ, Grad Ctr, New York, NY 10016 USA; Georgia Inst Technol, TPAC, Atlanta, GA 30332 USA; Georgia Inst Technol, Sch Publ Policy, Atlanta, GA 30332 USA; Georgia Inst Technol, Sch Econ, Atlanta, GA 30332 USA; Georgia Inst Technol, Sch Ind & Syst Engn, Atlanta, GA 30332 USA; Univ Nijmegen St Radboud Hosp, ITS, NL-6500 KJ Nijmegen, Netherlands; Phoeniz Zoo, Phoenix, AZ 85008 USA; Penn State Univ, Coll Engn, University Pk, PA 16802 USA; Univ Missouri, Columbia, MO USA; Montana State Univ, Bozeman, MT 59717 USA; [Khan, Arshad M.; D'Arcy, Christina E.] Univ Texas El Paso, UTEP Syst Neurosci Lab, El Paso, TX 79968 USA; [D'Arcy, Christina E.; Olimpo, Jeffrey T.] Univ Texas El Paso, Biol Educ Res Grp, El Paso, TX 79968 USA; [Khan, Arshad M.; D'Arcy, Christina E.; Olimpo, Jeffrey T.] Univ Texas El Paso, Dept Biol Sci, 500 W Univ Ave,Biosci Bldg, El Paso, TX 79968 USA; [Khan, Arshad M.; D'Arcy, Christina E.; Olimpo, Jeffrey T.] Univ Texas El Paso, Border Biomed Res Ctr, El Paso, TX 79968 USA; [Khan, Arshad M.; D'Arcy, Christina E.] Univ Texas El Paso, UTEP PERSIST Brain Mapping & Connect Teaching Lab, El Paso, TX 79968 USA; [Khan, Arshad M.; D'Arcy, Christina E.; Olimpo, Jeffrey T.] Univ Texas El Paso, Bldg SCHOLARS Program, El Paso, TX 79968 USA; [Khan, Arshad M.] Univ Texas El Paso, UTEP RISE Program, El Paso, TX 79968 USA; [Khan, Arshad M.] Univ Texas El Paso, UTEP Neurosci Bachelor Sci Degree Program, El Paso, TX 79968 USA; [D'Alessio, Matteo] Univ Mississippi, Dept Civil Engn, 204 Carrier Hall, University, MS 38677 USA; [Rushing, Grace] Univ Mississippi, Dept Civil Engn, 202 Carrier Hall, University, MS 38677 USA; [Gray, Tiffany L.] Univ Mississippi, Div Outreach & Continuing Educ, Jackson Ave Ctr, University, MS 38677 USA; [Henry, Meredith A.; Shorter, Shayla; Heemstra, Jennifer M.] Emory Univ, Dept Chem, 1515 Pierce Dr, Atlanta, GA 30322 USA; [Charkoudian, Louise K.] Haverford Coll, Dept Chem, Haverford, PA 19041 USA; [Le, Benjamin] Haverford Coll, Dept Psychol, Haverford, PA 19041 USA; [Corwin, Lisa A.] Univ Colorado, Dept Ecol & Evolutionary Biol, 1900 Pleasant St,334 UCB, Boulder, CO 80309 USA; [Vinje, Hilde; Almoy, Trygve; Froslie, Kathrine Frey; Saebo, Solve] Norwegian Univ Life Sci, Fac Chem Biotechnol & Food Sci, Christian Magnus Falsens Vei 1, N-1433 As, Norway; [Brovold, Helge] Norwegian Univ Sci & Technol, Nat Ctr Sci Recruitment, Trondheim, Norway; [Bacovic, Maja; Pejovic, Bojan] Univ Montenegro, Fac Econ, Podgorica, Montenegro; [Andrijasevic, Zivko] Univ Montenegro, Fac Philosophy, Podgorica, Montenegro; [Lin, Chun-Hung] Chung Yuan Christian Univ, Ctr Teacher Educ, Taoyuan, Taiwan; [Yu, Chih-Chang] Chung Yuan Christian Univ, Dept Informat & Comp Engn, Taoyuan, Taiwan; [Shih, Po-Kang] Chung Yuan Christian Univ, Ctr Gen Educ, Taoyuan, Taiwan; [Wu, Leon Yufeng] Chung Yuan Christian Univ, Grad Sch Educ, Taoyuan, Taiwan; [Ozcakir Sumen, Ozlem; Calisici, Hamza] Ondokuz Mayis Univ, Fac Educ, Samsun, Turkey; [Capobianco, Brenda M.; Clingerman, Jenna] Purdue Univ, Dept Curriculum & Instruct, 100 North Univ St, W Lafayette, IN 47907 USA; [Radloff, Jeffrey] SUNY Coll Cortland, Childhood Early Childhood Educ Dept, Cortland, NY 13045 USA; [Schellinger, Jennifer; Jaber, Lama Z.; Southerland, Sherry A.] Florida State Univ, Sch Teacher Educ, Tallahassee, FL 32306 USA; [Tekdal, Mehmet] Univ Cukurova, Fac Educ, Dept Comp Educ & Instruct Technol, TR-01330 Adana, Turkey; [Huang, Yuanzhen] Quanzhou Ocean Inst, Quanzhou 362700, Peoples R China; [Liu, Xiaohui] Xiamen Univ, Inst Educ, Xiamen 361021, Peoples R China; [Huang, Yuanzhen; Liu, Xiaohui] Jimei Univ, Sch Sci, Xiamen 361021, Peoples R China; [Romero-Ariza, Marta; Quesada, Antonio; Abril, Ana-Maria; Cobo, Cristina] Univ Jaen, Jaen, Spain; [Morton, Terrell R.] Univ Missouri Columbia, 303 Townsend Hall, Columbia, MO 65211 USA; [Davila, Omar] Santa Clara Univ, Child Studies Program, Santa Clara, CA 95053 USA; [Rios, Victor M.] Univ Calif Santa Barbara, Dept Sociol, Santa Barbara, CA 93106 USA; [Queiruga-Dios, Miguel-Angel; Diez-Ojeda, Maria; Saiz-Manzanares, Maria-Consuelo] Univ Burgos, Burgos, Spain; [Lopez-Inesta, Emilia] Univ Valencia, Valencia, Spain; [Vazquez-Dorrio, Jose-Benito] Univ Vigo, Vigo, Spain; [Mulvey, Kelly Lynn; Joy, Angelina] North Carolina State Univ, Dept Psychol, Raleigh, NC USA; [Caslin, Michael; Katti, Madhusudan] North Carolina State Univ, Dept Forestry & Environm Resources, Raleigh, NC USA; [Orcutt, Darby] North Carolina State Univ Lib, Raleigh, NC USA; [Eseryel, Deniz] North Carolina State Univ, Dept Learning Design & Technol, Raleigh, NC USA; [Graham, Mark A.] Brigham Young Univ, Provo, UT 84602 USA; [Duan, Ruoyu Jenny; Walker, Graham J.; Orthia, Lindy A.] Australian Natl Univ, Ctr Publ Awareness Sci CPAS, Acton, ACT 2602, Australia; [Skrentny, John D.; Lewis, Kevin] Univ Calif San Diego, Dept Sociol, 9500 Gilman Dr, La Jolla, CA 92093 USA; [Jackson, Christa] Iowa State Univ, Sch Educ, 2642A Lagomarcino Hall,901 Stange Rd, Ames, IA 50011 USA; [Mohr-Schroeder, Margaret J.; Yost, Caitlyn; Fowler, Abigail] Univ Kentucky, 105 Taylor Educ Bldg, Lexington, KY 40506 USA; [Bush, Sarah B.] Univ Cent Florida, Sch Teacher Educ, Coll Community Innovat & Educ, POB 161250, Orlando, FL 32816 USA; [Maiorca, Cathrine] Calif State Univ Long Beach, Dept Teacher Educ, 1250 Bellflower Blvd, Long Beach, CA 90840 USA; [Roberts, Thomas] Bowling Green State Univ, 529 Educ Bldg, Bowling Green, OH 43403 USA; [Reinholz, Daniel L.; White, Isabel] San Diego State Univ, Dept Math & Stat, San Diego, CA 92182 USA; [Andrews, Tessa] Univ Georgia, Dept Genet, 120 East Green St, Athens, GA 30602 USA; [Ortiz-Revilla, Jairo; Greca, Ileana M.; Meneses-Villagra, Jesus-Angel] Univ Burgos, Burgos, Spain; [Bautista, Alfredo] Educ Univ Hong Kong, Hong Kong, Peoples R China; [Davies, Richard] Univ Cent Lancashire, Preston, Lancs, England; [Trowsdale, Jo] Univ Warwick, Coventry, W Midlands, England; [Sengupta-Irving, Tesha] Univ Calif Berkeley, Learning Sci & Crit Studies Race Gender & Class, Berkeley, CA 94720 USA; [Akbuga, Enes] Drake Univ, Dept Math & Comp Sci, Des Moines, IA 50311 USA; [Havan, Selim] Univ Illinois, Dept Educ Psychol, Urbana, IL 61801 USA; [Gorgulu Ari, Asli; Meco, Gulsum] Yildiz Tech Univ, Dept Sci Educ, TR-34220 Istanbul, Turkey; [Edwards, B.; Griffiths, S.] Manchester Metropolitan Univ, Manchester Ctr Publ Hist & Heritage, Manchester, Lancs, England; [Edwards, B. B.] Abermorddu CP Sch, Cymau Lane, Caergwrle, Wrexham, Wales; [Reynolds, F. F.] Cadw, Unit 5-7 Cefn Coed,Parc Nantgarw, Cardiff, Wales; [Stanford, A.] SUMO Aerial Cam, Vineyard House,Upper Hook Rd, Upton Upon Severn, Worcs, England; [Woods, M.] Manchester Metropolitan Univ, Dept Hist Polit & Philosophy, Manchester, Lancs, England; [Galino, Jeffrey Rivera] Camarin High Sch, Cadena de Amor St,Area B, Camarin Caloocan City, Philippines; [Galino, Jeffrey Rivera; Tanaka, Hideyuki] Hiroshima Univ, Grad Sch Humanity & Social Sci, 1-1-1 Kagamiyama, Higashihiroshima, Hiroshima 7398524, Japan; [Gurbuz, Ramazan] Adiyaman Univ, Math Educ, Dept Math & Sci Educ, Fac Educ, Adiyaman, Turkey; [Calik, Muammer] Trabzon Univ, Chem Educ, Dept Elementary Teacher Educ, Fatih Fac Educ, Trabzon, Turkey; [Krstic, Suzana V. Markovic; Radulovic, Lela R. Milosevic] Univ Nis, Dept Sociol, Fac Philosophy, Cirila & Metodija 2, Nish 18000, Serbia; [Fraser, Sharon; Barnes, Nicoli; Kilpatrick, Sue] Univ Tasmania, Sch Educ, Launceston, Tas, Australia; [Guenther, John] Batchelor Inst Indigenous Tertiary Educ, Fac Tertiary Educ & Res, Casuarina, NT, Australia; [Nutton, Georgie] Charles Darwin Univ, Coll Indigenous Futures Educ & Arts, Casuarina, NT, Australia; [Dou, Remy] Florida Int Univ, Dept Teaching & Learning, Miami, FL 33155 USA; [Dou, Remy; Cian, Heidi; Espinosa-Suarez, Valentina] Florida Int Univ, STEM Transformat Inst, Miami, FL 33155 USA; [Lian, Yi] Chinese Univ Hong Kong, Fac Educ, Hong Kong 999077, Peoples R China; [Tsang, Kwok-Kuen] Beijing Normal Univ, Coll Educ Adm, Fac Educ, Beijing 100875, Peoples R China; [Zhang, Ying] Capital Univ Econ & Business, Coll Urban Econ & Publ Adm, Beijing 100070, Peoples R China; [Cabell, Autumn L.] DePaul Univ, Dept Counseling & Special Educ, 2247 North Halsted St, Chicago, IL 60614 USA; [Ewing, Nadia N.] St Marys Coll, Notre Dame, IN 46556 USA; [Johnson-Glenberg, Mina C.; Bartolomea, Hannah; Kalina, Elena] Arizona State Univ, Dept Psychol, 950 South MacAllister St, Tempe, AZ 85287 USA; [Turner, Angela; Logan, Marianne; Wilks, Judith] Southern Cross Univ, Lismore, NSW, Australia; [Wilks, Judith] Univ Notre Dame, Fremantle, WA, Australia; [Nakamura, Asako J.] Ibaraki Univ, Coll Sci, Dept Biol Sci, Mito, Ibaraki, Japan; [Tandrayen-Ragoobur, Verena] Univ Mauritius, Dept Econ & Stat, Reduit, Mauritius; [Gokulsing, Deepa] Univ Mauritius, Dept Social Studies, Reduit, Mauritius; [Tze, Virginia M. C.] Univ Manitoba, Dept Educ Adm Fdn & Psychol, Winnipeg, MB, Canada; [Li, Johnson C-H] Univ Manitoba, Dept Psychol, Winnipeg, MB, Canada; [Parker, Patti C.] Univ Alberta, Dept Educ Psychol, Edmonton, AB, Canada; [Wieselmann, Jeanna R.] Southern Methodist Univ, Teaching & Learning, Dallas, TX 75205 USA; [Dare, Emily A.] Florida Int Univ, Teaching & Learning, Miami, FL 33199 USA; [Roehrig, Gillian H.] Univ Minnesota, Curriculum & Instruct, Minneapolis, MN USA; [Ring-Whalen, Elizabeth A.] St Catherine Univ, Educ, St Paul, MN USA; [Ustu, Hasan] Turkish Minist Educ, Osmaniye, Turkey; [Saito, Tomoki] Juntendo Univ, Tokyo, Japan; [Mentis Tas, Ayse] Necmettin Erbakan Univ, Konya, Turkey; [Blom, Nicolaas; Abrie, Amelia L.] Univ Pretoria, Dept Sci Math & Technol Educ, ZA-0181 Pretoria, South Africa; [Barger, Nicole; Boyle, Eve K.; Diogo, Rui] Howard Univ, Coll Med, Anat Dept, Washington, DC 20059 USA; [Barger, Nicole; Richmond, Marli; Diogo, Rui] George Washington Univ, Ctr Adv Study Human Paleobiol, Washington, DC USA; [Barger, Nicole] George Washington Univ, Anthropol, Washington, DC USA; [Martin, Jose Saul] Univ Aveiro, Biol Dept, Aveiro, Portugal; [Luo, Tian; So, Winnie Wing Mui; Li, Wai Chin] Educ Univ Hong Kong, Dept Sci & Environm Studies, Tai Po, 10 Lo Ping Rd, Hong Kong, Peoples R China; [Luo, Tian; So, Winnie Wing Mui; Li, Wai Chin] Educ Univ Hong Kong, Ctr Educ Environm Sustainabil, Tai Po, 10 Lo Ping Rd, Hong Kong, Peoples R China; [Wan, Zhi Hong] Educ Univ Hong Kong, Dept Curriculum & Instruct, Tai Po, Hong Kong, Peoples R China; [Amoako, Samuel] SDD Univ Business & Integrated & Dev Studies, Sch Business, Dept Banking & Finance, Wa, Upper West Regi, Ghana; [Insaidoo, Michael] Univ Profess Studies, Dept Banking & Finance, POB LG 149, Legon, Accra, Ghana; [Chung, Sheng Kuan] Univ Houston, Art Educ, Dept Curriculum & Instruct, Houston, TX 77004 USA; [Li, Dan] Michigan State Univ, Dept Art Art Hist & Design, E Lansing, MI 48824 USA; [Sharma, Gautam] Cent Univ Gujarat, Ctr Studies Sci Technol & Innovat Policy, Gandhinagar, Gujarat, India; [Hamilton, Miriam; O' Dwyer, Anne; Leavy, Aisling; Hourigan, Mairead; Carroll, Claire; Corry, Edward] Mary Immaculate Coll, Dept STEM Educ, Limerick, Ireland; [Braund, Martin] Nelson Mandela Univ, South Campus,Univ Way, ZA-6011 Port Elizabeth, South Africa; [Douglass, Helen] Univ Tulsa, Dept Educ, Tulsa, OK 74104 USA; [Verma, Geeta] Univ Colorado, Sch Educ & Human Dev, Denver, CO 80202 USA; [Belbase, Shashidhar; Tairab, Hassan; Jarrah, Adeeb] United Arab Emirates Univ, Coll Educ, Dept Curriculum & Instruct, Al Ain, U Arab Emirates; [Mainali, Bhesh Raj] Rider Univ, Coll Educ, Human Serv Fac, Lawrenceville, NJ 08648 USA; [Kasemsukpipat, Wandee] Kasetsart Univ, Fac Educ, Dept Educ, Bangkok, Thailand; [Gochoo, Munkhjargal] United Arab Emirates Univ, Coll Informat Technol, Dept Comp Sci & Software Engn, Al Ain, U Arab Emirates; [Gough, Annette] RMIT Univ, Sch Educ, POB 71, Bundoora, Vic 3083, Australia; [Cobian, Krystle Palma] Univ Calif Los Angeles, Jonathan & Karin Fielding Sch Publ Hlth, Los Angeles, CA 90095 USA; [Ramos, Hector, V] Univ Calif Los Angeles, Sch Educ & Informat Studies, Los Angeles, CA USA; [Lee, Dae-Jung] Jeonbuk Natl Univ, Dept Phys Educ, Jeollabuk Do, South Korea; [Sulaeman, Nurul Fitriyah] Mulawarman Univ, Fac Teacher Training & Educ, Dept Phys Educ, Samarinda, Indonesia; [Putra, Pramudya Dwi Aristya] Univ Jember, Fac Teacher Training & Educ, Dept Sci Educ, Jember, Indonesia; [Mineta, Ippei] Univ Tsukuba, Grad Sch Comprehens Human Sci, Tsukuba, Ibaraki, Japan; [Hakamada, Hiroki] Takabe Higashi Elementary Sch, Shizuoka, Japan; [Takahashi, Masahiro; Ide, Yuhsuke] Shizuoka Fuzoku Jr High Sch, Shizuoka, Japan; [Kumano, Yoshisuke] Shizuoka Univ, STEAM Educ Inst, Shizuoka, Japan; [Alcaraz-Dominguez, Silvia; Barajas, Mario] Univ Barcelona, Fac Educ, Barcelona 08035, Spain; [Papadakis, Stamatios; Kalogiannakis, Michail] Univ Crete, Fac Educ, Dept Presch Educ, Iraklion 74100, Greece; [Vaiopoulou, Julie] Univ Nicosia, Dept Educ, CY-2417 Nicosia, Cyprus; [Sifaki, Eirini] Hellen Open Univ, Dept Cultural Org Management, Patras 26222, Greece; [Stamovlasis, Dimitrios] Aristotle Univ Thessaloniki, Dept Philosophy & Educ, Thessaloniki 54124, Greece; [Ma, Ying] Univ British Columbia, Fac Educ, Dept Curriculum Studies, Vancouver, BC V6T 1Z4, Canada; [Akdere, Mesut; Acheson, Kris; Jiang, Yeling] Purdue Univ, W Lafayette, IN USA; [Tang, Wendy; Djuric, Petar M.] SUNY Stony Brook, Elect & Comp Engn Dept, Stony Brook, NY 11794 USA; [Tang, Wendy] SUNY Stony Brook, Sci Elect Engn Online Program, Stony Brook, NY 11794 USA; [Eickholt, Jesse; Seeling, Patrick] Cent Michigan Univ, Dept Comp Sci, Mt Pleasant, MI 48859 USA; [Johnson, Matthew R.] Cent Michigan Univ, Dept Educ Leadership, Mt Pleasant, MI 48859 USA; [Uret, Aytul; Ceylan, Remziye] Yildiz Tech Univ, Fac Educ, Istanbul, Turkey; [Ghazzawi, Dina; Hardy, John] Univ Houston, Houston, TX 77004 USA; [Pattison, Donna Lynn] Univ Houston, Nat Sci & Math, Houston, TX USA; [Horn, Catherine] Univ Houston, Educ Leadership & Policy Anal, Houston, TX USA; [Brown, Beverly] Univ Houston Syst, Houston, TX USA; [Lange, Alissa A.; Nayfeld, Irena] East Tennessee State Univ, Early Childhood Educ Dept, POB 70548, Johnson City, TN 37614 USA; [Mano, Hagit] William Patterson Univ, Wayne, NJ USA; [Jung, Kwanghee] Rutgers State Univ, Natl Inst Early Educ Res, New Brunswick, NJ USA; [Lange, Alissa A.] CUNY Brooklyn Coll, Early Childhood Educ Art Educ, Brooklyn, NY 11210 USA; [Tenhovirta, Satu; Seitamaa-Hakkarainen, Pirita; Hakkarainen, Kai] Univ Helsinki, Fac Educ Sci, Helsinki, Finland; [Korhonen, Tiina] Univ Helsinki, Fac Educ Sci, Innokas Network, Helsinki, Finland; [Paluri, Achuta Ratna; Sonwaney, Vandana] Constituent Symbiosis Int, Symbiosis Inst Operat Management, Nasik, Maharashtra, India; [Canbazoglu Bilici, Sedef] Aksaray Univ, Dept Sci Educ, Aksaray, Turkey; [Kupeli, Mehmet Ali] Republ Turkey Minist Natl Educ, Adana, Turkey; [Guzey, S. Selcen] Purdue Univ, Dept Curriculum & Instruct, W Lafayette, IN 47907 USA; [Guzey, S. Selcen] Purdue Univ, Dept Biol Sci, W Lafayette, IN 47907 USA; [Lamb, Richard] East Carolina Univ, Coll Educ, Neurocognit Sci Lab, Greenville, NC 27858 USA; [Hoston, Douglas] SUNY Coll Buffalo, Buffalo, NY USA; [Lin, Jing] Beijing Normal Univ, Collaborat Innovat Ctr Assessment Basic Educ Qual, Beijing, Peoples R China; [Firestone, Jonah] Washington State Univ Tricities, Richland, WA USA; [Ucgul, Memet; Altiok, Serhat] Kirikkale Univ, Dept Comp Educ & Instruct Technol, Educ Fac, Yahsihan, Kirikkale, Turkey; [Ekiz-Kiran, Betul] Tokat Gaziosmanpasa Univ, Math & Sci Educ Dept, Tokat, Turkey; [Aydin-Gunbatar, Sevgi] Van Yuzuncu Yil Univ, Math & Sci Educ Dept, Van, Turkey; [Mwasiaji, Evans] Kenyatta Univ, Dept Business Adm, POB 43844, Nairobi City 00100, Gpo, Kenya; [Mambo, Shadrack] Kenyatta Univ, Dept Elect & Elect Engn, Nairobi, Kenya; [Mse, Godfrey S.] KU, Dept Educ Management Policy & Curriculum Studies, Nairobi, Kenya; [Okumu, John] Kenyatta Univ, Dept Phys, Nairobi, Kenya; [Moon, Jewoong] Florida State Univ, Dept Educ Psychol & Learning Syst, Coll Educ, Tallahassee, FL 32304 USA; [Lee, Sungwoong] Univ West Georgia, Coll Educ, Dept Educ Technol & Fdn, Carrollton, GA 30118 USA; [Xu, Xinhao] Univ Missouri, Sch Informat Sci & Learning Technol, Columbia, MO 65211 USA; [Basaran, Mustafa; Erol, Mustafa] Yildiz Tech Univ, Dept Elementary Educ, Primary Educ, Istanbul, Turkey; [Miller, Michelle D.; Castillo, Giovanni; Medoff, Norman] No Arizona Univ, Flagstaff, AZ 86011 USA; [Hardy, Alexis] CUNY, New York, NY 10017 USA; [Pelger, Susanne] Lund Univ, Fac Sci, Lund, Sweden; [Hourigan, M.; O'Dwyer, A.; Leavy, A. M.; Corry, E.] Univ Limerick, Mary Immaculate Coll, Fac Educ, Dept STEM Educ, Limerick, Ireland; 0; [Gross, Thomas J.] Western Kentucky Univ, Dept Psychol, Bowling Green, KY 42101 USA; [Li, Qingxia; McCarroll, Patricia] Fisk Univ, Dept Math & Comp Sci, Nashville, TN USA; [Rodriguez, Sarah] Iowa State Univ, Sch Educ, Ames, IA USA; [Pilcher, Amy] Wartburg Coll, Business Adm Accounting & Econ, Waverly, IA USA; [Garcia-Tellez, Norma] Univ Illinois, Housing, Chicago, IL 60680 USA; [McManimon, Shannon K.] SUNY Coll New Paltz, Dept Educ Studies & Leadership, New Paltz, NY 12561 USA; [Anuar, Aizuddin Mohamed; Chankseliani, Maia] Univ Oxford, Dept Educ, 15 Norham Gardens, Oxford OX2 6PY, England; [Velasco, Richard Carlos L.] Univ Iowa, 240 S Madison St, Iowa City, IA 52242 USA; [Hite, Rebecca] Texas Tech Univ, 3002 18th St, Lubbock, TX 79409 USA; [Bondaryk, Leslie G.; Van Doren, Seth] Concord Consortium, Concord, MA 01742 USA; [Hsi, Sherry] Concord Consortium, Emeryville, CA 94608 USA; [Hsi, Sherry] BSCS Sci Learning, Colorado Springs, CO 80523 USA; [Brancaccio-Taras, Loretta] CUNY Kingsborough Community Coll, Brooklyn, NY 11235 USA; [Mawn, Mary V.] SUNY Empire State Coll, Saratoga Springs, NY 12866 USA; [Premo, Josh] Utah Valley Univ, Orem, UT USA; [Ramachandran, Roshini] Univ Calif Los Angeles, Los Angeles, CA USA; [Holly, Michael; Pirker, Johanna; Resch, Sebastian; Brettschuh, Sandra; Guetl, Christian] Graz Univ Technol, Graz, Austria; [Ozer, Ibrahim Evren] Kadikoy Bilim & Sanat Merkezi, Istanbul, Turkey; [Bilici, Sedef Canbazoglu] Aksaray Univ, Egitim Fak, Matemat & Fen Bilimleri Egitimi Bolumu, Fen Bilgisi Egitimi ABD, Aksaray, Turkey; [Gok, Tolga] Dokuz Eylul Univ, Torbali Tech Vocat Sch Higher Educ, Izmir, Turkey; [Rico, Arantza; Agirre-Basurko, Elena; Ruiz-Gonzalez, Aritz; Palacios-Agundez, Igone; Zuazagoitia, Daniel] Univ Basque Country UPV EHU, Dept Math Expt & Social Sci Educ, Vitoria 01006, Spain; [Lombardi, Doug] Univ Maryland, Dept Human Dev & Quantitat Methodol, College Pk, MD 20742 USA; [Shipley, Thomas F.] Temple Univ, Dept Psychol, Philadelphia, PA 19122 USA; [Arevalo, Maria-Jose] Univ Basque Country, UPV EHU, Fac Arts, Dept Philol & Hist, Vitoria 01006, Spain; [Asun Cantera, Maria; Garcia-Marina, Vanessa] Univ Basque Country, UPV EHU, Fac Engn Vitoria, Dept Mech Engn, Vitoria 01006, Spain; [Alves-Castro, Marian] Univ Basque Country, UPV EHU, Fac Arts, Dept English & German Philol & Translat & Interpr, Vitoria 01006, Spain; [Razali, Fazilah] Univ Putra Malaysia, Fac Educ Studies, Serdang, Malaysia; [Fraser, Barry J.; McLure, Felicity I.; Koul, Rekha B.] Curtin Univ, Perth, WA 6845, Australia; [Micari, Marina] Northwestern Univ, Acad Support & Learning Adv, 1970 Campus Dr, Evanston, IL 60208 USA; [Pazos, Pilar] Old Dominion Univ, Engn Management & Syst Engn, 2101D Engn Syst Bldg, Norfolk, VA 23529 USA; [Hsiao, Peng-Wei] Macau Univ Sci & Technol, Dept Fine Arts Digital Media, Macau, Peoples R China; [Su, Chung-Ho] Shu Te Univ, Dept Animat & Game Design, Kaohsiung 824, Taiwan; [Lee, Donghee; Greer, Sydney E.; Dudley, Andrew T.] Univ Nebraska Med Ctr, Dept Genet Cell Biol & Anat, Omaha, NE 68198 USA; [Kuss, Mitchell A.] Univ Nebraska Med Ctr, Dept Internal Med, Omaha, NE 68198 USA; [An, Yang] Shandong Univ, Cheeloo Coll Med, Jinan 250012, Shandong, Peoples R China; [Andrews, Madison E.; Borrego, Maura; Boklage, Audrey] Univ Texas Austin, Austin, TX 78712 USA; [Karahan, Engin] Eskisehir Osmangazi Univ, Dept Curriculum & Instruct, Eskisehir, Turkey; [Kara, Ahmet] Eskisehir Osmangazi Univ, Dept Psychol Counseling & Guidance, Eskisehir, Turkey; [Akcay, Ahmet Oguz] Eskisehir Osmangazi Univ, Dept Elementary Educ, Eskisehir, Turkey; [Cheng, Li; Antonenko, Pavlo Pasha; Ritzhaupt, Albert D.] Univ Florida, Coll Educ, Sch Teaching & Learning, 2423 Norman Hall,POB 117048, Gainesville, FL 32611 USA; [MacFadden, Bruce] Univ Florida, Florida Museum Nat Hist, Gainesville, FL USA; [Walker, Justice T.] Univ Texas El Paso, Coll Educ, 500 West Univ Ave, El Paso, TX 79968 USA; [Kafai, Yasmin B.] Univ Penn, Grad Sch Educ, Philadelphia, PA 19104 USA; [Shin, Myunghwan; Nelson, Frederick Peinado] Calif State Univ Fresno, Dept Liberal Studies, 5005 N Maple Ave,MS ED701, Fresno, CA 93740 USA; [Lee, Jane Jiyoung] Michigan State Univ, CREATE STEM Inst, E Lansing, MI 48824 USA; [Yang, Xiaotong; Rahimi, Seyedahmad; Shute, Valerie; Kuba, Renata; Smith, Ginny] Florida State Univ, 1114 W Call St, Tallahassee, FL 32306 USA; [Alonso-Fernandez, Cristina] Univ Complutense Madrid, Av Seneca 2, Madrid 28040, Spain; [Lindsay, Sara M.] Univ Maine, Sch Marine Sci, Orono, ME 04469 USA; [Lindsay, Sara M.] Univ Maine, Maine Ctr Res STEM Educ, Orono, ME 04469 USA; [Ng, Davy Tsz Kit; Chu, Samuel Kai Wah] Univ Hong Kong, Fac Educ, Pok Fu Lam, Hong Kong, Peoples R China; [Whitcomb, Kyle M.; Singh, Chandralekha] Univ Pittsburgh, Dept Phys & Astron, Pittsburgh, PA 15260 USA; [Hansen, Kathryn Strong] Chalmers Univ Technol, Gothenburg, Sweden; [Sandrone, Stefano; Scott, Gregory] Imperial Coll London, Fac Med, Dept Brain Sci, Computat Cognit & Clin Neuroimaging Lab C3NL, London, England; [Anderson, William J.] Harvard Univ, Dept Stem Cell & Regenerat Biol, Cambridge, MA 02138 USA; [Anderson, William J.] Harvard Stem Cell Inst, Cambridge, MA 02138 USA; [Musunuru, Kiran] Univ Penn, Dept Med, Cardiovasc Inst, Perelman Sch Med, Philadelphia, PA 19104 USA; [Musunuru, Kiran] Univ Penn, Dept Genet, Perelman Sch Med, Philadelphia, PA 19104 USA; [Liu, Yehe; Rollins, Andrew M.; Jenkins, Michael W.] Case Western Reserve Univ, Dept Biomed Engn, Cleveland, OH 44106 USA; [Levenson, Richard M.; Fereidouni, Farzad] Univ Calif Davis, Med Ctr, Dept Pathol & Lab Med, Sacramento, CA 95817 USA; [Jenkins, Michael W.] Case Western Reserve Univ, Dept Pediat, Cleveland, OH 44106 USA; [Peeters, Walter] Int Space Univ, F-67400 Illkirch Graffenstaden, France; [Delahunty, Thomas] Univ Birmingham, Dept Educ & Social Justice, Sch Educ, Birmingham, W Midlands, England; [Delahunty, Thomas] Univ Coll Cork, Sch Educ, Cork, Ireland; [Kimbell, Richard] Goldsmiths Univ London, London, England; [Hachey, Alyse C.; An, Song A.; Golding, Diane E.] Univ Texas El Paso, Dept Teacher Educ, 500 W Univ Way,EDUC 601D, El Paso, TX 79968 USA; [Jackson, Andrew; Bartholomew, Scott; Mentzer, Nathan] Purdue Univ, Dept Technol Leadership & Innovat, W Lafayette, IN 47907 USA; [Jackson, Andrew] Univ Georgia, Dept Career & Informat Studies, 850 Coll Stn Rd, Athens, GA 30602 USA; [Godwin, Allison] Purdue Univ, Sch Engn Educ, W Lafayette, IN 47907 USA; [Bartholomew, Scott] Brigham Young Univ, Sch Technol, Provo, UT 84602 USA; [So, Winnie Wing Mui] Educ Univ Hong Kong, Ctr Educ Environm Sustainabil, Hong Kong, Peoples R China; [So, Winnie Wing Mui] Educ Univ Hong Kong, Dept Sci & Environm Studies, Hong Kong, Peoples R China; [Rashid, Rafi] Natl Univ Singapore NUS, Integrat Sci & Engn Programme, NUS Grad Sch, Univ Hall,Tan Chin Tuan Wing 04-02, Singapore 119077, Singapore; [Gouvea, Julia Svoboda] Tufts Univ, Dept Educ, Medford, MA 02155 USA; [Aguilera, David; Vilchez-Gonzalez, Jose Miguel; Perales-Palacios, Francisco Javier] Univ Granada, Dept Sci Educ, Campus Univ Cartuja S-N, Granada 18071, Spain; [Lupianez, Jose Luis] Univ Granada, Dept Math Educ, Granada 18071, Spain; [Khamhaengpol, Arunrat; Chuamchaitrakool, Porntip] Sakon Nakhon Rajabhat Univ, Fac Educ, Muang Sakon Nakhon, Thailand; [Sriprom, Malee] Sakon Nakhon Rajabhat Univ, Fac Sci & Technol, Muang Sakon Nakhon, Thailand; [Boice, Katherine L.; Jackson, Justina R.; Alemdar, Meltem; Rao, Analia E.; Grossman, Sabrina; Usselman, Marion] Georgia Inst Technol, Ctr Educ Integrating Sci Math & Comp, Atlanta, GA 30332 USA; [Mikhailova, Elena A.; Post, Christopher J.; Xu, Luyao] Clemson Univ, Dept Forestry & Environm Conservat, Clemson, SC 29634 USA; [Schlautman, Mark A.] Clemson Univ, Dept Environm Engn & Earth Sci, Anderson, SC 29625 USA; [Younts, Grayson L.] Clemson Univ, Dept Plant & Environm Sci, Clemson, SC 29634 USA; [Chondrogiannis, Eleftherios; Symeonaki, Eleni; Loukatos, Dimitrios; Arvanitis, Konstantinos G.] Agr Univ Athens, Dept Nat Resources Management & Agr Engn, Iera Odos 75, Athens 11855, Greece; [Symeonaki, Eleni; Papachristos, Dimitris] Univ West Attica, Dept Ind Design & Prod Engn, Thivon 250 & P Ralli, Egaleo 12244, Greece; [Adams, Elizabeth L.] North Carolina State Univ, NC State Univ, 317 Poe Hall,Box 7801, Raleigh, NC 27695 USA; [Adams, Elizabeth L.] Southern Methodist Univ, POB 750114, Dallas, TX 75275 USA; [White, Brittany A.; Miles, Joseph R.; Frantell, Keri A.] Univ Tennessee, Dept Psychol, 410C Austin Peay,1404 Circle Dr, Knoxville, TN 37996 USA; [Loyalka, Prashant; Shi, Zhaolei] Stanford Univ, Grad Sch Educ, Stanford, CA 94305 USA; [Loyalka, Prashant; Wang, Huan; Khanna, Saurabh; Bhuradia, Ashutosh] Stanford Univ, Freeman Spogli Inst Int Studies, Stanford, CA 94305 USA; [Liu, Ou Lydia; Gu, Lin; Ling, Guangming] Educ Testing Serv, Princeton, NJ 08541 USA; [Li, Guirong; Li, Yanyan] Henan Univ, Sch Educ, Int Ctr Act Res Educ, Kaifeng, Henan, Peoples R China; [Kardanova, Elena; Chirikov, Igor; Federiakin, Denis] Natl Res Univ, Inst Educ, Higher Sch Econ, Moscow, Russia; [Chirikov, Igor] Univ Calif Berkeley, Goldman Sch Publ Policy, Ctr Studies Higher Educ, Berkeley, CA 94720 USA; [Hu, Shangfeng] Sichuan Normal Univ, Fac Educ, Chengdu, Sichuan, Peoples R China; [Yu, Ningning] Jinan Univ, Inst Higher Educ Res, Jinan, Peoples R China; [Ma, Liping] Peking Univ, Grad Sch Educ, Beijing, Peoples R China; [Guo, Fei] Tsinghua Univ, Inst Educ, Beijing, Peoples R China; [Beteille, Tara; Tognatta, Namrata] World Bank, Washington, DC USA; [Jones, Lewis C. R.; Tyrer, John R.] Loughborough Univ, Wolfson Sch Mech Elect & Mfg Engn, Loughborough LE11 3TU, Leics, England; [McDermott, Hilary J.] Loughborough Univ, Sch Sport Exercise & Hlth Sci, Loughborough, Leics, England; [Zanker, Nigel P.] Loughborough Univ, Loughborough Design Sch, Loughborough, Leics, England; [Schallert, Stefanie; Lavicza, Zsolt] Johannes Kepler Univ Linz, Dept STEM Educ, Altenberger Str 54, A-4040 Linz, Austria; [Vandervieren, Ellen] Univ Antwerp, Sch Educ, Venusstr 35, B-2000 Antwerp, Belgium; [Apkarian, Naneh] Arizona State Univ, Sch Math & Stat Sci, Tempe, AZ USA; [Henderson, Charles] Western Michigan Univ, Mallinson Inst Sci Educ, Kalamazoo, MI 49008 USA; [Stains, Marilyne] Univ Virginia, Dept Chem, Charlottesville, VA USA; [Raker, Jeffrey] Univ S Florida, Dept Chem, Tampa, FL 33620 USA; [Johnson, Estrella] Virginia Polytech Inst & State Univ, Dept Math, Blacksburg, VA 24061 USA; [Dancy, Melissa] Univ Colorado, Ctr STEM Learning, Boulder, CO 80309 USA; [Hwang, Youngsik] Konyang Univ, Nonsan, South Korea; [Garbin, Fernanda Gobbi de Boer] Fed Univ Pampa UNIPAMPA, Dept Prod Engn, Alegrete, Brazil; [ten Caten, Carla Schwengber] Univ Fed Rio Grande do Sul, Postgrad Program Prod Engn PPGEP, Porto Alegre, RS, Brazil; [Pacheco, Diego Augusto de Jesus] Aarhus Univ, Sch Business & Social Sci Aarhus BSS, Dept Business Dev & Technol BTECH, Herning, Denmark; [Lachney, Michael; Drazin, Matt; Rich, Kathryn M.] Michigan State Univ, Coll Educ, Educ Psychol & Educ Technol, 620 Farm Ln, E Lansing, MI 48824 USA; [Eglash, Ron] Univ Michigan, Sch Informat, Ann Arbor, MI 48109 USA; [Bennett, Audrey] Univ Michigan, Penny W Stamps Sch Art & Design, Ann Arbor, MI 48109 USA; [Babbitt, William] Rensselaer Polytech Inst, Sci & Technol Studies, Troy, NY USA; [Foy, Lakisha] Hudson Valley Community Coll, Troy, NY USA; [Price, Edward] Calif State Univ San Marcos, Dept Phys, 333 South Twin Oaks Valley Rd, San Marcos, CA 92096 USA; [Lau, Alexandra C.] Western Michigan Univ, Ctr Res Instruct Change Postsecondary Educ, Kalamazoo, MI 49008 USA; [Goldberg, Fred] San Diego State Univ, Ctr Res Math & Sci Educ, 6475 Alvarado Rd,Suite 206, San Diego, CA 92120 USA; [Turpen, Chandra] Univ Maryland, Dept Phys, 1312 Toll Phys Bldg, College Pk, MD 20742 USA; [Smith, P. Sean] Horizon Res Inc, 326 Cloister Court, Chapel Hill, NC 27514 USA; [Dancy, Melissa] Univ Colorado, Dept Phys, 390 UCB, Boulder, CO 80309 USA; [Robinson, Steve] Tennessee Technol Univ, Dept Phys, Box 5051, Cookeville, TN 38505 USA; [Ishak, Shahrul Affendi; Din, Rosseni] Univ Kebangsaan Malaysia, Fac Educ, Sci Technol Engn & Math Enculturat Res Ctr, Bangi 43600, Malaysia; [Hasran, Umi Azmah] Univ Kebangsaan Malaysia, Fuel Cell Inst, Bangi, Malaysia; [Rabin, Jeffrey M.; Eggers, John; Stevens, Laura] Univ Calif San Diego, Dept Math, La Jolla, CA 92093 USA; [Burgasser, Adam] Univ Calif San Diego, Dept Phys, La Jolla, CA 92093 USA; [Bussey, Thomas J.; Weizman, Haim] Univ Calif San Diego, Dept Chem & Biochem, La Jolla, CA 92093 USA; [Lo, Stanley M.] Univ Calif San Diego, Sect Cell & Dev Biol, La Jolla, CA 92093 USA; [Seethaler, Sherry] Univ Calif San Diego, Div Phys Sci, La Jolla, CA 92093 USA; [Kwon, Hyunkyung; Capraro, Robert M.; Capraro, Mary Margaret] Texas A&M Univ, Dept Teaching Learning & Culture, 4232 TAMU, College Stn, TX 77843 USA; [Basu, Alo C.; Mruczek, Ryan E. B.] Coll Holy Cross, Dept Psychol, 1 Coll St, Worcester, MA 01610 USA; [Hill, Alexis S.; Mondoux, Michelle A.] Coll Holy Cross, Dept Biol, 1 Coll St, Worcester, MA 01610 USA; [Isaacs, Andre K.] Coll Holy Cross, Dept Chem, 1 Coll St, Worcester, MA 01610 USA; [Narita, Tomohiko] Coll Holy Cross, Dept Phys, 1 Coll St, Worcester, MA 01610 USA; [Shu, Yu] Natl Taichung Univ Sci & Technol, Ctr Gen Educ, Taichung, Taiwan; [Huang, Tien-Chi] Natl Taichung Univ Sci & Technol, Dept Informat Management, 129,Sec 3,Sanmin Rd, Taichung 40401, Taiwan; [Mayoral, Jaime; Nunez-Castilla, Janelle] Florida Int Univ, Dept Biol Sci, Miami, FL 33199 USA; [Labonte, Jason W.] Johns Hopkins Univ, Dept Biochem & Biomol Engn, Baltimore, MD 21218 USA; [Labonte, Jason W.] Gettysburg Coll, Dept Chem, Gettysburg, PA 17325 USA; [Briggs, Laura A.; Rumjahn, Sharif M.] Truckee Meadows Community Coll, Dept Biol, Reno, NV 89512 USA; [Gray, Jeffrey J.] Franklin & Marshall Coll, Dept Chem, Lancaster, PA 17603 USA; [Makarevitch, Irina] Hamline Univ, Dept Biol, St Paul, MN 55104 USA; [Vater, Ashley; Siegel, Justin B.] Univ Calif Davis, Genome Ctr, Davis, CA 95616 USA; [Siegel, Justin B.] Univ Calif Davis, Dept Biochem & Mol Med, Davis, CA 95616 USA; [Siegel, Justin B.] Univ Calif Davis, Dept Chem, Davis, CA 95616 USA; [Almukhambetova, Ainur; Kuzhabekova, Aliya] Nazarbayev Univ, Grad Sch Educ, Nur Sultan, Kazakhstan; [Ottemo, Andreas] Univ Gothenburg, Dept Educ & Special Educ, POB 300, Gothenburg, Sweden; [Gonsalves, Allison J.] McGill Univ, Dept Integrated Studies Educ, Montreal, PQ, Canada; [Danielsson, Anna T.] Uppsala Univ, Dept Educ, Uppsala, Sweden; [Race, Alexandra I.] Univ Calif Santa Cruz, Educ, Santa Cruz, CA USA; [De Jesus, Maria] Florida State Univ, Biol Sci, Tallahassee, FL USA; [Beltran, Roxanne S.; Zavaleta, Erika S.] Univ Calif Santa Cruz, Ecol & Evolutionary Biol, Santa Cruz, CA USA; [Gya, Ragnhild; Bjune, Anne Elisabeth] Univ Bergen, Dept Biol Sci, Bjerknes Ctr Climate Res, Bergen, Norway; [Lissitsa, Sabina] Ariel Univ, Sch Commun, Ariel, Israel; [Chachashvili-Bolotin, Svetlana] Ruppin Acad Ctr, MA Program Immigrat & Social Integrat, Emek, Israel; [Melak, Addissie; Singh, Seema] Delhi Technol Univ, Dept Humanities, Delhi 110042, India; [Melak, Addissie] Debre Tabor Univ, Dept Econ, Debre Tabor 6300, Ethiopia; [Sommers, Amie S.] Univ Nebraska Lincoln, Lincoln, NE 68588 USA; [Richter-Egger, Dana] Univ Nebraska Omaha, Math & Sci Learning Ctr MSLC, Omaha, NE USA; [Richter-Egger, Dana] Univ Nebraska Omaha, Chem, Omaha, NE USA; [Cutucache, Christine E.] Univ Nebraska Omaha, Sci, Omaha, NE USA; [Cutucache, Christine E.] Univ Nebraska Omaha, Biol, Omaha, NE USA; [Cutucache, Christine E.] Univ Nebraska Omaha, STEM Teaching Res & Inquiry Based Learning Ctr, Omaha, NE USA; [Garces, Josep Marin; Veiga Almagro, Carlos; Di Castro, Mario; Buonocore, Luca Rosario; Masi, Alessandro] CERN, BE CEM Controls Elect & Mechatron Grp, CH-1217 Geneva, Switzerland; [Veiga Almagro, Carlos; Lunghi, Giacomo; Marin Prades, Raul] Jaume I Univ Castellon, Interact Robot Syst Lab, Castellon De La Plana 12006, Spain; [Yusof, Yusriza Mohamd; Ayob, Afida; Saad, Mohamad Hanif Md] Univ Kebangsaan Malaysia, Fak Kejuruteraan & Alan Bina, Jabatan Kejuruteraan Elekt Elekt & Sistem, Bangi, Malaysia; [Rahman, S. M. Mizanoor] Univ West Florida, Dept Intelligent Syst & Robot, Pensacola, FL 32514 USA; [Araya, Roberto] Univ Chile, Inst Educ, Ctr Invest Avanzada Educ, Santiago 8320000, Chile; [Collanqui, Pedro] Minist Educ Peru, Lima 15021, Peru; [Collanqui, Pedro] Univ Nacl Mayor San Marcos, Fac Educ, Lima 15081, Peru; [Yllana-Prieto, Felix; Jeong, Jin Su; Gonzalez-Gomez, David] Univ Extremadura, Dept Didact Ciencias Expt & Matemat, Caceres 10003, Spain; [Ruiz-Sarmiento, Jose-Raul; Baltanas, Samuel-Felipe; Gonzalez-Jimenez, Javier] Univ Malaga, Biomed Res Inst Malaga IBIMA, Dept Syst Engn & Automat, Machine Percept & Intelligent Robot Grp MAPIR, Malaga 29071, Spain; [Estevez-Mauriz, Laura; Baelo, Roberto] Univ Leon, Res Grp Edutools, Fac Educ, Leon 24071, Spain; [Baelo, Roberto] Univ Leon, Dept Gen & Specif Didact & Educ Theory, Fac Educ, Leon 24071, Spain; [Santangelo, Jessica] Hofstra Univ, 1000 Hempstead Turnpike, Hempstead, NY 11549 USA; [Hobbie, Lawrence; Villa-Cuesta, Eugenia] Adelphi Univ, 1 South Ave, Garden City, NY 11530 USA; [Lee, Jacqueline] Nassau Community Coll, 1 Educ Dr, Garden City, NY 11530 USA; [Pullin, Michael] Queensborough Community Coll, 222-05 56th Ave, Queens, NY 11364 USA; [Hyslop, Alison] St Johns Univ, 8000 Utopia Pkwy, Queens, NY 11439 USA; [Monkovic, Julia Marie; Jones, Serena Monique; Katyal, Priya; Punia, Kamia; Montclare, Jin Kim] NYU, Tandon Sch Engn, Dept Chem & Biomol Engn, 6 MetroTech Ctr, Brooklyn, NY 11201 USA; [Nicolas, Madeleine] NYU, Tandon Sch Engn, Dept Comp Sci & Engn, 6 MetroTech Ctr, Brooklyn, NY 11201 USA; [Noland, Damon] Urban Assembly Inst Math & Sci Young Women, 283 Adams St, Brooklyn, NY 11201 USA; [Montclare, Jin Kim] NYU, Dept Chem, Coll Arts & Sci, 100 Washington Sq East, New York, NY 10003 USA; [Montclare, Jin Kim] NYU, Coll Dent, Dept Biomat, 443 First Ave, New York, NY 10016 USA; [Montclare, Jin Kim] NYU, Sch Med, Dept Radiol, New York, NY 10016 USA; [Young, Sheila A.; Newton, Amanda R.] Florida Inst Technol, STEM Educ, Melbourne, FL 32901 USA; [Fowler, Samantha R.; Park, Joo] Florida Inst Technol, Dept Math Sci, Melbourne, FL 32901 USA; [Wan, Zhi Hong] Educ Univ Hong Kong, Dept Curriculum & Instruct, Hong Kong, Peoples R China; [So, Wing Mui Winnie] Educ Univ Hong Kong, Dept Sci & Environm Studies, 10 Lo Ping Rd, Hong Kong, Peoples R China; [Hu, Weiping] Shaanxi Normal Univ, Ctr Teacher Profess Abil Dev, Xian, Peoples R China; [Means, Barbara; Young, Viki; Iwatani, Emi] Digital Promise, Learning Sci Res, 2955 Campus Dr, San Mateo, CA 94403 USA; [Wang, Haiwen; Wei, Xin] SRI Educ, 333 Ravenswood Ave, Menlo Pk, CA 94025 USA; [Pugh-Bernard, Aimee] Univ Colorado, Dept Immunol & Microbiol, Anschutz Med Campus, Aurora, CO USA; [Kenyon, Kristy L.] Hobart & William Smith Coll, Dept Biol, Geneva, NY 14456 USA; [Koury, Stephen T.; Dey-Rao, Rama] SUNY Buffalo, Dept Biotech & Clin Lab Sci, Buffalo, NY 14260 USA; [Carlin-Menter, Shannon] SUNY Buffalo, Dept Family Med, Buffalo, NY USA; [Kelly, Kimberle] Oak Ridge Associated Univ, Oak Ridge, TN USA; [Godec, Spela; Archer, Louise] UCL Inst Educ, Dept Educ Practice & Soc, London, England; [Dawson, Emily] UCL, Dept Sci & Technol Studies, London, England; [Chen, Xieling] Educ Univ Hong Kong, Dept Math & Informat Technol, 10 Lo Ping Rd, Hong Kong, Peoples R China; [Zou, Di] Educ Univ Hong Kong, Dept English Language Educ, 10 Lo Ping Rd, Hong Kong, Peoples R China; [Xie, Haoran] Lingnan Univ, Dept Comp & Decis Sci, 8 Castle Peak Rd, Hong Kong, Peoples R China; [Wang, Fu Lee] Open Univ Hong Kong, Sch Sci & Technol, Ho Man Tin, Kowloon, 30 Good Shepherd St, Hong Kong, Peoples R China; [Cherrstrom, Catherine A.; Lopez, Omar S.; Ashford-Hanserd, Shetay] Texas State Univ, San Marcos, TX 78666 USA; [Morales, Danielle Xiaodan] Univ Texas El Paso, Dept Sociol & Anthropol, 500 W Univ Ave, El Paso, TX 79968 USA; [Grineski, Sara Elizabeth] Univ Utah, Dept Sociol, Salt Lake City, UT USA; [Collins, Timothy William] Univ Utah, Dept Geog, Salt Lake City, UT USA; [Hackman, Salomey Tardy] Beijing Normal Univ, Fac Educ, Beijing, Peoples R China; [Zhang, Danhui; He, Jingwen] Beijing Normal Univ, Collaborat Innovat Ctr Assessment Basic Educ Qual, Beijing, Peoples R China; [Dolgopolovas, Vladimiras; Dagiene, Valentina] Vilnius Univ, Inst Educ Sci, Univ St 9, LT-01513 Vilnius, Lithuania; [A. Czocher, Jennifer; Melhuish, Kathleen; Kandasamy, Sindura Subanemy; Roan, Elizabeth] Texas State Univ, Math, San Marcos, TX 78666 USA; [Mylonas, Georgios] ATHENA Res & Innovat Ctr, Ind Syst Inst, Patras, Greece; [Mylonas, Georgios] Comp Technol Inst & Press Diophantus, Patras, Greece; [Paganelli, Federica] Univ Pisa, Dept Comp Sci, Pisa, Italy; [Paganelli, Federica; Cuffaro, Giovanni] CNIT, Florence, Italy; [Nesi, Ilaria] Gramsci Keynes High Sch, Prato, Italy; [Karantzis, Dionysis] 6th Primary Sch Kaisariani, Athens, Greece; [Li, Hui; Forbes, Anne] Macquarie Univ, N Ryde, NSW, Australia; [Yang, Weipeng] Singapore Univ Social Sci, Singapore, Singapore; [Hrynevych, Liliia M.] Borys Grinchenko Kyiv Univ, Acad & Int Affairs, Kiev, Ukraine; [Morze, Nataliia, V; Boiko, Mariia A.] Borys Grinchenko Kyiv Univ, Kiev, Ukraine; [Vember, Viktoriia P.] Borys Grinchenko Kyiv Univ, Fac Informat Technol & Management, Dept Comp Sci & Math, Kiev, Ukraine; [Kumar, Vasu; Ghoshal, Gourav] Texas A&M Univ, Dept Ind & Syst Engn, College Stn, TX 77843 USA; [Johnson, Michael D.; Nepal, Bimal] Texas A&M Univ, Dept Engn Technol & Ind Distribut, College Stn, TX USA; [Levin, Laura; Verner, Igor] Technion Israel Inst Technol, Fac Educ Sci & Technol, IL-3200003 Haifa, Israel; [Kucuk, Zerrin Doganca] Maynooth Univ, Sch Educ, Educ Dept, North Campus, Maynooth, Kildare, Ireland; [Yabas, Defne; Corlu, Mehmet Sencer] Bahcesehir Univ, Ciragan Cad Osmanpasa Mektebi Sk 4-6, Istanbul, Turkey; [Boyaci, Hayriye Sinem] Darussafaka Sch, Darussafaka Mh Darussafaka Cd 5-9, Maslak Sariyer Istanbul, Turkey; [Kwan, Reggie] Open Univ Hong Kong, Comp Sci, Ho Man Tin, Hong Kong, Peoples R China; [Wong, Billy Tak-Ming] Open Univ Hong Kong, Ho Man Tin, Hong Kong, Peoples R China; [Albert, Lynal] Tarleton State Univ, Dept Engn & Comp Sci, Stephenville, TX 76402 USA; [Yean, Aai Sheau; Syrene, Suzieleez; Rahim, Abdul] Univ Malaya, Kuala Lumpur, Malaysia; [Pajk, Tine] Primary Sch Muta, Solska Ulica 6, Muta 2366, Slovenia; [Van Isacker, Karel] EcologyKM Ltd, 48 Angel Voyvoda Str,Floor 1, Rodopi Municipality 4224, Plovdiv Region, Bulgaria; [Abersek, Boris; Flogie, Andrej] Univ Maribor, Fac Nat Sci & Matemat, Koroska Cesta 160, Maribor 2000, Slovenia; [Flogie, Andrej] Inst Anton Martin Slomsek, Vrbanska 30, Maribor 2000, Slovenia; [Ahmad, Jamilah; Siew, Nyet Moi] Univ Malaysia Sabah, Fac Psychol & Educ, Kota Kinabalu 88400, Sabah, Malaysia; [Rodriguez, Sarah L.] Texas A&M Univ Commerce, Higher Educ & Learning Technol, Commerce, TX 75428 USA; [Espino, Maria L.] Iowa State Univ, Sch Educ, Higher Educ Program, Ames, IA USA; [Le, Brian D.] Iowa State Univ, Sch Educ, Sci Bound, Ames, IA USA; [Cunningham, Kelly J.] Univ Virginia, Sch Engn & Appl Sci, Engn Grad Writing Lab, Charlottesville, VA 22903 USA; [Damekova, S. K.; Shuyushbayeva, N. N.; Ahayeva, G. S.; Kaliyeva, A. K.] Sh Ualikhanov Kokshetau Univ, Kokshetau, Kazakhstan; [Tanasheva, N. K.] EA Buketov Karaganda Univ, Karaganda, Kazakhstan; [Sagyndykova, Zhailagul] Narxoz Univ, Linguist Ctr, Alma Ata, Kazakhstan; [Sagyndykova, Zhailagul] Narxoz Univ, Int Dev & Partnership Dept, Alma Ata, Kazakhstan; [Gazdiyeva, Bella] Sh Ualikhanov Kokshetau State Univ, Dept Russian Philol & Lib Sci, Kokshetau, Kazakhstan; [Gabdullina, Zarina] Sh Ualikhanov Kokshetau State Univ, Dept English & Teaching Methods, Kokshetau, Kazakhstan; [Akhmetzhanova, Aida] JSC Informat & Analyt Ctr, Dept Analyt Monitoring & Evaluat, Nur Sultan, Kazakhstan; [Mektepbayeva, Damel] Nazarbayev Univ, Dept Dev Innovat Ecosyst, Nur Sultan, Kazakhstan; [Althonayan, Abraham] Brunel Univ London, Operat & Strateg Management, Brunel Business Sch, London, England; [Althonayan, Abraham] Brunel Univ London, Brunel Business Sch, MBA, London, England; [Ajit, Gloria; Lucas, Terry; Kanyan, Ringah] UNIV MALAYSIA SARAWAK, Fac Appl & Creat Arts, Sarawak, Malaysia; [Hurley, Amanda; Chevrette, Marc G.; Acharya, Deepa D.; Lozano, Gabriel L.; Garavito, Manuel; Heinritz, Jen; Balderrama, Luis; Beebe, Mara; DenHartog, Martel L.; Corinaldi, Kamiyah; Engels, Renee; Gutierrez, Alyssa; Jona, Orli; Putnam, Josephine H., I; Rhodes, Brody; Pultorak, Joshua; Miller, Sarah; Handelsman, Jo] Univ Wisconsin, Wisconsin Inst Discovery, Madison, WI 53706 USA; [Hurley, Amanda; Chevrette, Marc G.; Acharya, Deepa D.; Lozano, Gabriel L.; Garavito, Manuel; Heinritz, Jen; Balderrama, Luis; Beebe, Mara; DenHartog, Martel L.; Engels, Renee; Jona, Orli; Putnam, Josephine H., I; Pultorak, Joshua; Handelsman, Jo] Univ Wisconsin, Dept Plant Pathol, Madison, WI 53706 USA; [Lozano, Gabriel L.] Boston Childrens Hosp, Div Infect Dis, Boston, MA USA; [Lozano, Gabriel L.] Boston Childrens Hosp, Dept Pediat, Div Gastroenterol, Boston, MA USA; [Lozano, Gabriel L.] Harvard Med Sch, Boston, MA 02115 USA; [Balderrama, Luis] Hamline Univ, Minneapolis, MN USA; [Corinaldi, Kamiyah] Colorado State Univ, Ft Collins, CO 80523 USA; [Gutierrez, Alyssa] Univ Alabama, Tuscaloosa, AL USA; [Rhodes, Brody] Univ West Alabama, Livingston, AL USA; [Tsang, Tiffany] Yale Univ, Dept Mol Cellular & Dev Biol, New Haven, CT USA; [Hernandez, Simon] Univ Rochester, Med Ctr, Rochester, NY 14642 USA; [Bascom-Slack, Carol] Tufts Univ, Dept Med Educ, Boston, MA 02111 USA; [Blum, Jessamina E.] Univ Minnesota, Sch Med, Minneapolis, MN 55455 USA; [Price, Paul A.] Eastern Michigan Univ, Dept Biol, Ypsilanti, MI 48197 USA; [Davis, Debra] Wingate Univ, Dept Biol, Wingate, NC USA; [Klein, Joanna] Univ Northwestern St Paul, Dept Biol & Biochem, St Paul, MN USA; [Sullivan, Nora L.] Citrus Coll, Dept Biol, Glendora, CA USA; [Mouncey, Nigel J.] Joint Genome Inst, Berkeley, CA USA; [Dorrestein, Pieter C.] Univ Calif San Diego, Skaggs Sch Pharm & Pharmaceut Sci, Collaborat Mass Spectrometry Innovat Ctr, La Jolla, CA 92093 USA; [Broderick, Nichole A.] Univ Connecticut, Dept Mol & Cell Biol, Mansfield, CT 06269 USA; [Broderick, Nichole A.] Johns Hopkins Univ, Dept Biol, Baltimore, MD 21218 USA; [Marcone Flores, Giancarlo] Univ Ingn & Tecnol UTEC, Direcc Humanidad Artes & Ciencias Sociales, Ctr Impacto & Responsabilidad Social CIRSO, Jr Medrano Silva 165, Lima, Peru; [Hubbard, Katharine] Univ Hull, Dept Biol & Marine Sci, Kingston Upon Hull HU6 7RX, N Humberside, England; [Tanase, S., I] Stefan Cel Mare Natl Coll, Dept Phys, Suceava 720007, Romania; [Tanase, S., I] Stefan Cel Mare Univ, MANSiD Res Ctr, Suceava 720229, Romania; [Tanase, S., I; Tanase, D.] Spiru Haret Comp Sci Natl Coll, Dept Phys, Suceava 720238, Romania; [Buga, E. M.] Saxion Univ Appl Sci, Creat Media & Game Technol, MH Tromplaan 28, NL-7513 AB Enschede, Netherlands; [Poienariu, L.] Stefan Cel Mare Univ, Fac Elect Engn & Comp Sci, Suceava 720229, Romania; [Bogdan Toma, Radu] Univ Burgos, Dept Didact Especif, Burgos, Spain; [Garcia-Carmona, Antonio] Univ Seville, Dept Didact Ciencias Expt & Sociales, Seville, Spain; [Fort, Margherita; Monfardini, Chiara] Univ Bologna, Dept Econ, Bologna, Italy; [Fort, Margherita; Monfardini, Chiara] IZA, Bonn, Germany; [Monfardini, Chiara] CHILD CCA, Turin, Italy; [Chise, Diana] European Cent Bank, Directorate Gen Informat Syst, Frankfurt, Germany; [Fort, Margherita] FBK IRVAPP, Trento, Italy; [Fort, Margherita] CESifo, Munich, Germany; [Buturlina, Oksana] Dnipro Acad Continuing Educ, Dnipropetrovsk Reg Council, Dept Informat & Educ Projects Management, Dnipro, Ukraine; [Buturlina, Oksana] Dnipro Acad Continuing Educ, Dnipropetrovsk Reg Council, Communal Inst Higher Educ, Dnipro, Ukraine; [Dovhal, Serhii] Dnipro Acad Continuing Educ, Dnipropetrovsk Reg Council, Communal Inst Higher Educ, Dept Informat & Educ Projects Management, Dnipro, Ukraine; [Hryhorov, Heorhii] Dnipro Acad Continuing Educ, Dnipropetrovsk Reg Council, Communal Inst Higher Educ, Dept Nat & Math Educ, Dnipro, Ukraine; [Lysokolenko, Tetiana] Dnipro Acad Continuing Educ, Dnipropetrovsk Reg Council, Communal Inst Higher Educ, Dept Philosophy, Dnipro, Ukraine; [Palahuta, Vadym] Natl Met Acad Ukraine, Philosoph Sci, Dnipro, Ukraine; [Palahuta, Vadym] Natl Met Acad Ukraine, Dept Engn Pedag, Dnipro, Ukraine; [Silva-Diaz, Francisco; Carrillo-Rosua, Javier; Antonio Fernandez-Plaza, Jose] Univ Granada, Granada, Spain; [Carrillo-Rosua, Javier] Inst Andaluz Ciencias Tierra CSIC UGR, Granada, Spain; [Knight, Gillian L.] Aston Univ, Ctr Innovat Learning & Educ CILE, Sch Engn & Appl Sci, Birmingham, W Midlands, England; [Arabit Garcia, Javier; Prendes Espinosa, Maria Paz; Serrano Sanchez, Jose Luis] Univ Murcia, Murcia, Spain; [Ferrada Ferrada, Cristian Andres; Carrillo Rosua, Francisco Javier] Univ Granada, Granada, Spain; [Antonio Diaz-Levicoy, Danilo] Univ Catolica Maule, Talca, Maule, Chile; [Hamilton, Miriam] Univ Limerick, Mary Immaculate Coll, Limerick, Ireland; [Tsai, Liang-Ting] Tzu Chi Univ, Inst Educ, 701 Zhongyang Rd,Sec 3, Hualien 97004, Taiwan; [Tsai, Liang-Ting] Tzu Chi Univ, Ctr Teacher Educ, 701 Zhongyang Rd,Sec 3, Hualien 97004, Taiwan; [Chang, Cheng-Chieh] Natl Taiwan Ocean Univ, Taiwan Marine Educ Ctr, Inst Educ, Keelung, Taiwan; [Chang, Cheng-Chieh] Natl Taiwan Ocean Univ, Ctr Teacher Educ, Keelung, Taiwan; [Cheng, Hao-Ti] Natl Taiwan Ocean Univ, Inst Educ, 2 Beining Rd, Keelung 202, Taiwan; [Yucelyigit, Secil] TED Univ, Educ Fac, Dept Elementary Educ, Early Childhood Educ Ankara, Ankara, Turkey; [Toker, Zerrin] TED Univ, Educ Fac, Dept Math & Sci Educ, Ankara, Turkey; [Ling, Loh Su] Sekolah Menengah Kebangsaan Perempuan Sandakan, Sandakan 90000, Sabah, Malaysia; [Pang, Vincent; Lajium, Denis] Univ Malaysia Sabah, Jalan UMS, Kota Kinabalu 88400, Sabah, Malaysia; [McIntyre, Miranda M.] Calif State Univ San Bernardino, 5500 Univ Pkwy, San Bernardino, CA 92407 USA; [Gundlach, Jessica L.] Ball State Univ, Muncie, IN 47306 USA; [Graziano, William G.] Purdue Univ, W Lafayette, IN 47907 USA; [Gonzalez-Pena, Omar Israel; Rodriguez-Masegosa, Rodolfo; Rodriguez-Lara, Blas Manuel] Tecnol Monterrey, Escuela Ingn & Ciencias, Ave Eugenio Garza Sada 2501, Monterrey 64849, NL, Mexico; [Moran-Soto, Gustavo] Inst Tecnol Durango, Dept Basic Sci, Blvd Felipe Pescador 1830, Durango 34080, Dgo, Mexico; [Gonzalez-Pena, Omar Israel] Tecnol Monterrey, Sch Engn & Sci, Av Eugenio Garza Sada Sur 2501, Monterrey 64849, Mexico; [Pena-Ortiz, Maria Olivia] Univ Guadalajara, Univ Ctr Exact Sci & Engn, Dept Chem, Blvd M Garcia Barragan 1451, Guadalajara 44430, Mexico; [Moran-Soto, Gustavo] Inst Tecnol Durango, Dept Basic Sci, Blvd Felipe Pescador 1830, Durango 34080, Mexico; [Nasri, Nurfarahin; Rahimi, Nik Mohd; Nasri, Nurfaradilla Mohamad; Abd Talib, Mohamad Asyraf] Univ Kebangsaan Malaysia, Fac Educ, Bangi 43600, Selangor, Malaysia; [Tselegkaridis, Sokratis; Sapounidis, Theodosios] Int Hellen Univ IHU, Dept Informat & Elect Engn, Thessaloniki 57400, Greece; [Hali, Ali Usman; Aslam, Sarfraz; Zhang, BaoHui] Shaanxi Normal Univ, Sch Educ, 199 South Changan Rd, Xian 710062, Peoples R China; [Saleem, Atif] Zhejiang Normal Univ, Coll Educ & Human Dev, Coll Teacher Educ, Jinhua 321004, Zhejiang, Peoples R China; [Felder, Richard M.] North Carolina State Univ, Chem Engn, Raleigh, NC 27695 USA; [Greca, Ileana M.; Ortiz-Revilla, Jairo] Univ Burgos, Fac Educ, Dept Didact Especif, Burgos, Spain; [Arriassecq, Irene] Univ Nacl Ctr Prov Buenos Aires, Fac Ciencias Exactas, ECienTec, Buenos Aires, DF, Argentina; [Amo, Daniel] Ramon Llull Univ, Dept Engn, Grp Res GRETEL, Barcelona 08022, Spain; [Fox, Paul] Ramon Llull Univ, Dept Management, Grp Res GRETEL, Barcelona 08022, Spain; [Fonseca, David] Ramon Llull Univ, Dept Architecture, Grp Res GRETEL, Barcelona 08022, Spain; [Poyatos, Cesar] Autonomous Univ Madrid, Didact & Theory Educ Dept, Grp Res EDI, Madrid 28049, Spain; [Calatrava Arroyo, Amanda; Ramos Montes, Marcos; Segrelles Quilis, J. Damian] Univ Politecn Valencia UPV, Inst Instrumentac Imagen Mol I3M, Valencia 46022, Spain; [Chasteen, Stephanie] Univ Colorado Boulder, Boulder, CO 80309 USA; [Mutambara, David] Univ Zululand, Richards Bay, South Africa; [Mutambara, David; Bayaga, Anass] Nelson Mandela Univ, Port Elizabeth, South Africa; [Mayorova, Vera, I; Grishko, Dmitriy A.; Leonov, Victor V.] Bauman Moscow State Tech Univ, Moscow, Russia; [Wu, Yufei; Koszalka, Tiffany A.] Syracuse Univ, 259 Huntington Hall, Syracuse, NY 13244 USA; [Cheng, Jiaming] Texas Tech Univ, Coll Educ, Ctr Innovat eLearning, Lubbock, TX 79407 USA; [Klutsch, Cornelya F. C.; Wikan, Anne; Gonzalez, Victoria; Hagen, Snorre B.] Norwegian Inst Bioecon Res, NIBIO Div Environm & Nat Resources, As, Norway; [Aspholm, Paul Eric; Bjorn, Tor-Arne] Norwegian Inst Bioecon Res, NIBIO Div Forest & Forest Resources, As, Norway; [Polikarpova, Natalia] Pasvik State Nat Reserve, Rayakosky, Russia; [Veisblium, Olga] Kandalaksha State Nat Reserve, Kandalaksha, Russia; [Gong, Hee Jung] Univ Georgia, Inst Higher Educ, Athens, GA 30602 USA; [Park, Hyeri] Mokpo Natl Maritime Univ, Ctr Educ Qual Management, Mokpo, South Korea; [Hagood, Thomas Chase] Univ Georgia, Div Acad Enhancement, Athens, GA 30602 USA; [Apple, Michael W.] Beijing Normal Univ, Educ, Beijing, Peoples R China; [Apple, Michael W.] Univ Wisconsin, Curriculum & Instruct & Educ Policy Studies, Madison, WI USA; [Huang, Wen] Arizona State Univ, Engn Educ Syst & Design, Polytech Sch, Ira A Fulton Sch Engn, Mesa, AZ 85281 USA; [Roscoe, Rod D.; Craig, Scotty D.] Arizona State Univ, Polytech Sch, Human Syst Engn, Ira A Fulton Sch Engn, Mesa, AZ USA; [Johnson-Glenberg, Mina C.] Arizona State Univ, Dept Psychol, Tempe, AZ 85287 USA; [Stiemsma, Leah T.; Davis, Stephen D.; Brewster, Jay L.] Pepperdine Univ, Div Nat Sci, Malibu, CA 90265 USA; [Sabat, Mira] Univ Balamand, Dept Math, El Koura, Lebanon; [Abdel-Massih, Roula M.] Univ Balamand, Dept Biol, El Koura, Lebanon; [Kanaan, Amjad] Univ Balamand, Biomed Sci, El Koura, Lebanon; [Salloum, Sara] Univ Balamand, Dept Educ, El Koura, Lebanon; [Serhan, Mireille] Univ Balamand, Dept Nutr Sci, El Koura, Lebanon; [Fares, Roula] Univ Balamand, Issam Fares Fac Technol, El Koura, Lebanon; [Haddad, Nicolas] Univ Balamand, Dept Comp Engn, El Koura, Lebanon; [Melki, Antoine] Univ Balamand, Dept Comp Sci, El Koura, Lebanon; [Nguyen, Andrew V.; Orlofsky, Amos; Pubill, Kaylynn; Tawde, Mangala; Li, Gaozhen; Mata, Diana; Bermudes, Oscar; Fernandez, Miguel; Santana, Jonathan; Kim, Woochul; Chimbay, Enzon; Kim, Yeeun; Nguyen, Trieu; Fox, Malcolm] CUNY, Queensborough Community Coll, Dept Biol Sci & Geol, Bayside, NY 11364 USA; [Eralte, Janelly] Mercy Coll, Dept Nat Sci, Dobbs Ferry, NY 10522 USA; [Metz, Molly; Smyth, Davida S.] New Sch, Eugene Lang Coll Liberal Arts, Dept Nat Sci & Math, New York, NY USA; [Panzeca, Caterina] SUNY Maritime Coll, Dept Sci, New York, NY USA; [Khan, Mazhar I.] Coll Agr Hlth & Nat Resources, Dept Pathobiol & Vet Sci, Storrs, CT USA; [Olson, Joann S.] Univ Houston Victoria, Adult & Higher Educ, Victoria, TX 77901 USA; [Nayar-Bhalerao, Sneha] Univ Houston Victoria, Counselor Educ, Victoria, TX USA; [Borman, Lisa; Strimel, Greg J.; Krause, Liesl] Purdue Univ, W Lafayette, IN 47907 USA; [Rushton, Elizabeth A. C.; King, Heather] Kings Coll London, Sch Educ Commun & Soc, Waterloo Bridge Wing,Franklin Wilkins Bldg, London SE1 9HN, England; [Li, Yeping] Texas A&M Univ, College Stn, TX 77843 USA; [Diaz, Noemi V. Mendoza; Barhate, Bhagyashree; Johnston, Austin; Jabarkhail, Sami] Texas A&M Univ, Dept Educ Adm & Human Resources, College Stn, TX 77843 USA; [Chung, Chih-Chao] Natl Pingtung Univ Sci & Technol, Gen Res Serv Ctr, Pingtung 91201, Taiwan; [Huang, Shu-Lan] Pingtung Cty Ping Rong High Sch, Dept Comp Sci, Pingtung 90052, Taiwan; [Cheng, Yuh-Ming] SHU TE Univ, Dept Comp Sci & Informat Engn, Kaohsiung 82445, Taiwan; [Lou, Shi-Jer] Natl Pingtung Univ Sci & Technol, Grad Inst Technol & Vocat Educ, Pingtung 91201, Taiwan; [Hockicko, Peter; Tarjanyiova, Gabriela] Univ Zilina, Fac Elect Engn & Informat Technol, Zilina, Slovakia; 0; [Manh-Toan Ho; Viet-Phuong La; Minh-Hoang Nguyen; Quan-Hoang Vuong] Phenikaa Univ, Ctr Interdisciplinary Social Res, Yen Nghia Ward, Hanoi 100803, Vietnam; [Manh-Toan Ho; Viet-Phuong La; Minh-Hoang Nguyen; Ha-My Vuong] Vuong & Associates, AI Social Data Lab, Hanoi 100000, Vietnam; [Thanh-Hang Pham] Hanoi Univ, Fac Management & Tourism, Hanoi 100803, Vietnam; [Thanh-Hang Pham; Anh-Duc Hoang] RMIT Vietnam Univ, Sch Business & Management, Hanoi 100000, Vietnam; [Thu-Trang Vuong] Sci Po Paris, 27 Rue St Guillaume, F-75007 Paris, France; [Hung-Hiep Pham] Phu Xuan Univ, Ctr Res & Practice Educ, Hue 49000, Vietnam; [Hung-Hiep Pham; Anh-Duc Hoang] EdLab Asia Educ Res & Dev Ctr, Hanoi 100000, Vietnam; [Tam, Hau-lin; Chan, Angus Yuk-fung; Lai, Oscar Long-hin] City Univ Hong Kong, Dept Social & Behav Sci, Hong Kong, Peoples R China; [Valovicova, Lubomira; Ondruska, Jan; Zelenicky, Lubomir] Constantine Philosopher Univ Nitra, Fac Nat Sci, Dept Phys, Tr A Hlinku 1, Nitra 94974, Slovakia; [Chytry, Vlastimil] Univ JE Purkyne, Fac Educ, Dept Presch & Primary Educ, Usti Nad Labem 40001, Czech Republic; [Medova, Janka] Constantine Philosopher Univ Nitra, Fac Nat Sci, Dept Math, Tr A Hlinku 1, Nitra 94974, Slovakia; [Bassachs, Marcel] Univ Girona, Dept Pedag, Girona 17004, Spain; [Canabate, Dolors; Nogue, Lluis] Univ Girona, Dept Specif Didact, Girona 17004, Spain; [Canabate, Dolors; Nogue, Lluis; Colomer, Jordi] Univ Girona, Inst Sci Educ, Teaching Innovat Networks Reflect & Cooperat Lear, Girona 17003, Spain; [Serra, Teresa; Colomer, Jordi] Univ Girona, Dept Phys, Girona 17003, Spain; [Bubnys, Remigijus] Siauliai Univ, Inst Educ, 25 Visinskio St, LT-76351 Shiauliai, Lithuania; [Gopal, K.; Salim, N. R.; Ayub, A. F. M.] Univ Putra Malaysia, Inst Math Res, Seri Kembangan, Malaysia; [Ayub, A. F. M.] Univ Putra Malaysia, Fac Educ Studies, Seri Kembangan, Malaysia; Aggie STEM, College Stn, TX USA; Texas A&M Univ, College Stn, TX USA; [Ingram, Erin] Univ Nebraska, Inst Agr & Nat Resources Sci Literacy Initiat, Lincoln, NE 68583 USA; [Keshwani, Jenny] Univ Nebraska, Dept Biol Syst Engn, Lincoln, NE 68583 USA; [Hempel, Byron; Blowers, Paul] Univ Arizona, Chem & Environm Engn, Tucson, AZ 85721 USA; [Kiehlbaugh, Kasi] Univ Arizona, Coll Engn, Tucson, AZ 85721 USA; [Ralls, Deborah; Bianchi, Lynne] Univ Manchester, Fac Sci & Engn, Sci & Engn Educ Res & Innovat Hub, Manchester M13 9PL, Lancs, England; [Choudry, Sophina] Univ Manchester, Manchester Inst Educ, Manchester M13 9PL, Lancs, England; [Anderson Quarderer, Nathan; McDermott, Mark A.] Univ Iowa, Iowa City, IA 52242 USA; [Li, Shan; Zheng, Juan] McGill Univ, Dept Educ & Counselling Psychol, Montreal, PQ H3A 1Y2, Canada; [Du, Hanxiang; Xing, Wanli] Univ Florida, Coll Educ, Sch Teaching & Learning, Gainesville, FL 32611 USA; [Chen, Guanhua] Concord Consortium, Concord, MA 01742 USA; [Xie, Charles] Inst Future Intelligence, Natick, MA 01760 USA; [Pagano, Lauren C.; Haden, Catherine A.] Loyola Univ, Dept Psychol, Chicago, IL 60660 USA; [Uttal, David H.] Northwestern Univ, Dept Psychol, Evanston, IL 60208 USA; [Tomblin, David; Mogul, Nicole] Univ Maryland, Coll Pk Scholars Sci Technol & Soc Program, College Pk, MD 20742 USA; [Smith, Dorothy V.] Univ New England, Sch Educ, Dept STEM Educ, Armidale, NSW 2351, Australia; [Wen, Yun] Nanyang Technol Univ, Natl Inst Educ, Singapore, Singapore; [Blustein, David L.; Erby, Whitney; Meerkins, Tera; Soldz, Isaac; Ezema, Gabriel Nnamdi] Boston Coll, Dept Counseling Dev & Educ Psychol, Campion 315, Chestnut Hill, MA 02467 USA; [King, Hunter C.; Lewis, Heather L. J.; Payan, Julio; Fischer, Aaron J.] Univ Utah, 1238 E Fenway Ave,Unit 2, Salt Lake City, UT 84102 USA; [Bella, Zachary] Univ Wisconsin, Milwaukee, WI 53201 USA; [Juskeviciene, Anita; Stupuriene, Gabriele; Jevsikova, Tatjana] Vilnius Univ, Inst Data Sci & Digital Technol, Akad Str 4, LT-08412 Vilnius, Lithuania; [Rodriguez, Alberto J.; Shim, Soo Won] Purdue Univ, Coll Educ, Dept Curriculum & Instruct, 100 N Univ St, W Lafayette, IN 47907 USA; [O'Hara, Robert M.] Clemson Univ, Dept Educ & Human Dev, 101 Gantt Cr, Clemson, SC 29631 USA; [Song, Huan] Beijing Normal Univ, Inst Teacher Educ, Beijing, Peoples R China; [Zhou, Mingming] Univ Macau, Fac Educ, Av Univ, Taipa, Macao, Peoples R China; [Chow, Stephen Cheuk Fai; So, Winnie Wing Mui] Educ Univ Hong Kong, Dept Sci & Environm Studies, Hong Kong, Peoples R China; [Chow, Stephen Cheuk Fai] Educ Univ Hong Kong, Ctr Educ Environm Sustainabil, Hong Kong, Peoples R China; [Gonzalez-Nieto, Noe Abraham; Ching-Chiang, Lay-Wah Carolina; Fernandez-Cardenas, Juan Manuel; Reynaga-Pena, Cristina G.; Santamaria-Cid-de-Leon, David] Tecnol Monterrey, Escuela Humanidades & Educ, Ave Eugenio Garza Sada 2501, Monterrey 64849, Nuevo Leon, Mexico; [Diaz-de-Leon-Lastras, Alejandra; Cortes Capetillo, Azael Jesus] Tecnol Monterrey, Escuela Ingn & Ciencias, Ave Eugenio Garza Sada 2501, Monterrey 64849, Nuevo Leon, Mexico; 0; [Wolf, Vanessa; Hsiao, Valerie; Min, Ashley; Ashcroft, Jared] Pasadena City Coll, Pasadena, CA 91106 USA; [Rodriguez, Brandon] NASA Educ, Jet Prop Lab, Pasadena, CA USA; [Mayorga, Jill] Aspire Pacific Acad, Huntington Pk, CA USA; [Anderson, Ashlyn E.] Univ Alabama Birmingham, Dept Cell Dev & Integrat Biol, Birmingham, AL USA; [Justement, Louis B.; Bruns, Heather A.] Univ Alabama Birmingham, Dept Microbiol, 845 19th St South,BBRB 273B, Birmingham, AL 35294 USA; [Wannapiroon, Naphong; Petsangsri, Sirirat] King Mongkuts Inst Technol Ladkrabang, Bangkok, Thailand; [Nurtanto, Muhammad] Univ Sultan Ageng Tirtayasa, Dept Mech Engn Educ, Jl Raya Jakarta Km 4, Banten, Indonesia; [Sudira, Putu] Yogyakarta State Univ, Grad Sch, Tech & Vocat Educ, Jl Colombo 1, Yogyakarta, Indonesia; [Kholifah, Nur] Yogyakarta State Univ, Dept Culinary & Fash Educ, Jl Colombo 1, Yogyakarta, Indonesia; [Samsudin, Achmad] Univ Pendidikan Indonesia, Dept Phys Educ, Jl Dr Setiabudi 229, Kota Bandung 40154, Jawa Barat, Indonesia; [Warju, Warju] Univ Negeri Surabaya, Fac Engn, Dept Mech Engn, Jl Ketintang, Surabaya 60213, Indonesia; [Nguyen Thi Thu Thuy] Pham Dong Univ, Dept Phys Educ, Fac Sci Educ, Quangngai, Vietnam; [Nguyen Van Bien; Duong Xuan Quy] Hanoi Natl Univ Educ, Fac Phys, Dept Phys Educ, Hanoi, Vietnam; [Sulaeman, Nurul Fitriyah] Mulawarman Univ, Fac Teacher Training & Educ, Dept Phys Educ, Samarinda, Indonesia; [Putra, Pramudya Dwi Aristya] Jember Univ, Fac Teacher Training & Educ, Dept Sci Educ, Jember, Indonesia; [Mineta, Ippei; Hakamada, Hiroki] Shizuoka Univ, Grad Sch Educ, Dept Sci Educ, Shizuoka, Japan; [Takahashi, Masahiro; Ide, Yuhsuke] Shizuoka Fuzoku Jr High Sch, Shizuoka, Japan; [Kumano, Yoshisuke] Shizuoka Univ, Grad Sch Sci Informat & Technol, Dept Sci Educ, Shizuoka, Japan; [Cervone, Daniel; Mercurio, Lara] Univ Illinois, Dept Psychol, 1007 West Harrison St, Chicago, IL 60607 USA; [Lilley, Carmen] Univ Illinois, Dept Mech & Ind Engn, Chicago, IL 60607 USA; [Chai, Ching Sing; Jong, Morris Siu-Yung] Chinese Univ Hong Kong, Dept Curriculum & Instruct, Shatin, Hong Kong, Peoples R China; [Chai, Ching Sing; Jong, Morris Siu-Yung] Chinese Univ Hong Kong, Ctr Learning Sci & Technol, Shatin, Hong Kong, Peoples R China; [Rahmawati, Yuli] Univ Negeri Jakarta, Dept Chem Educ, Jakarta 13320, Indonesia; [Christopoulos, Athanasios; Laakso, Mikko-Jussi] Univ Turku, Ctr Learning Analyt, Dept Future Technol, Turku 20014, Finland; [Pellas, Nikolaos] Univ Western Macedonia, Dept Commun & Digital Media, Kastoria 52100, Greece; [Gonzalez-Tablas, Ana I.; Planet Palomino, Alvaro] Univ Carlos III Madrid, Comp Sci & Engn Dept, Avda Univ 30, Leganes 28911, Spain; [Gonzalez Vasco, Maria I.] Univ Rey Juan Carlos, Mat Sci & Engn & Elect Technol, Dept Appl Math, Calle Tulipan S-N, Mostoles 28933, Spain; [Cascos, Ignacio] Univ Carlos III Madrid, Dept Stat, Avda Univ 30, Leganes 28911, Spain; [Cascos, Ignacio] Univ Carlos III Madrid, UC3M Santander IBiDat, Avda Univ 30, Leganes 28911, Spain; [Nguyen, Thi Phuoc Lai] Asian Inst Technol, Sch Environm Resources & Dev, Dept Dev & Sustainabil, Pathum Thani 12120, Thailand; [Nguyen, Thi Huy; Tran, Thanh Khiet] Minist Educ & Training, Hanoi 100000, Vietnam; 0; [Lin, Qiao; Yin, Yue; Hadad, Roxana] Univ Illinois, 1040 West Harrison St, Chicago, IL 60607 USA; [Tang, Xiaodan] Northwestern Univ, 625 Michigan Ave, Chicago, IL 60611 USA; [Hadad, Roxana] NE Illinois Univ, 5500 North St Louis Ave, Chicago, IL 60625 USA; [Hadad, Roxana] Univ Calif Los Angeles, 405 Hilgard Ave, Los Angeles, CA 90095 USA; [Zhai, Xiaoming] Univ Georgia, 110 Carlton St, Athens, GA 30602 USA; [Evans, Tanya; Novak, Julia; Thomas, Mike] Univ Auckland, Dept Math, Auckland, New Zealand; [Klymchuk, Sergiy; Murphy, Priscilla E. L.] Auckland Univ Technol, Dept Math Sci, Auckland, New Zealand; [Stephens, Jason] Univ Auckland, Sch Learning Dev & Profess Practice, Auckland, New Zealand; [Li, Xiaoshan] Beijing Normal Univ, Fac Educ, Smart Learning Inst, Sch Educ Technol, Xinjiekouwai St, Beijing 100875, Peoples R China; [Wang, Wenjing] Beijing Normal Univ, Sch Syst Sci, Xinjiekouwai St, Beijing 100875, Peoples R China; [Robertson, Amy D.; Gray, Kara E.; Lovegren, Clarissa E.; Killough, Kathryn L.; Wenzinger, Scott T.] Seattle Pacific Univ, Dept Phys, Seattle, WA 98119 USA; [Robertson, Amy D.; Gray, Kara E.; Lovegren, Clarissa E.; Killough, Kathryn L.; Wenzinger, Scott T.] Birmingham Community Charter High Sch, Encino, CA 91406 USA; [Tsinajinie, Garrison; Kirboyun, Sevgi; Hong, Sunggye] Univ Arizona, Dept Disabil & Psychoeduc Studies, Tucson, AZ 85721 USA; [Villanueva Baselga, Sergio] Univ Barcelona, Dept Lib & Informat Sci & Audiovisual Commun, Carrer Melcior de Palau 140, Barcelona 08014, Spain; [Villanueva Baselga, Sergio] Univ Barcelona, Ctr Res Informat Commun & Culture CRICC, Carrer Melcior de Palau 140, Barcelona 08014, Spain; [Marimon Garrido, Oriol; Gonzalez Buron, Helena] Big Van Ciencia, Avinguda St Ferran 25, Cornella De Llobregat 08940, Spain; [Yildirim, Bekir] Mus Alparslan Univ, Fac Educ, Dept Math & Sci Educ, TR-49250 Mus, Turkey; [Ceyhan, Gaye D.] Bogazici Univ, Dept Math & Sci Educ, Istanbul, Turkey; [Tillotson, John W.] Syracuse Univ, Dept Sci Teaching, Syracuse, NY 13244 USA; [Maiorca, Cathrine] Calif State Univ Long Beach, Elementary Math Educ, Long Beach, CA 90840 USA; [Mohr-Schroeder, Margaret J.] Univ Kentucky, STEM Educ, Lexington, KY USA; [Utley, Juliana; Ivey, Toni; Cribbs, Jennifer] Oklahoma State Univ, Sch Teaching Learning & Educ Sci, Stillwater, OK 74078 USA; [Anwar, Saira] Univ Florida, Dept Engn Educ, Nucl Sci Bldg, Gainesville, FL 32611 USA; [Menekse, Muhsin] Purdue Univ, Sch Engn Educ, Dept Curriculum & Instruct, W Lafayette, IN 47907 USA; [Conde, Miguel A.; Rodriguez-Sedano, Francisco J.] Univ Leon, Robot Res Grp, Leon, Spain; [Fernandez-Llamas, Camino] Univ Leon, Leon, Spain; [Goncalves, Jose; Lima, Jose] Inst Politecn Braganca, Braganca, Portugal; [Garcia-Penalvo, Francisco J.] Univ Salamanca, Salamanca, Spain; [Boeve-de Pauw, Jelle; Ardies, Jan; Hens, Katrien; Wullemen, Ann; van de Vyver, Yannick; Rydant, Tom; De Spiegeleer, Lotje; Verbraeken, Hanne] Univ Antwerp, Fac Social Sci, Dept Training & Educ Sci, Res Unit Edubron, Prinsstr 13, B-2000 Antwerp, Belgium; [Boeve-de Pauw, Jelle; Ardies, Jan; Hens, Katrien] Karel de Grote Univ Apllied Sci & Arts, Fac Teacher Training, Expertise Ctr Urban Educ, Brusselstr 45, B-2018 Antwerp, Belgium; [Ardies, Jan] AP Univ Appl Sci, Dept Educ & Training, Lange Nieuwstr 101, B-2000 Antwerp, Belgium; [Bertram, Lara] Max Planck Inst Human Dev, MPRG iSearch, Berlin, Germany; [Bertram, Lara] Fac Hlth & Med Sci, Sch Psychol, Guildford, Surrey, England; [Geesa, Rachel Louise] Ball State Univ, Educ Leadership, Muncie, IN 47306 USA; [Stith, Krista M.] Ball State Univ, Ctr Gifted Studies & Talent Dev, Muncie, IN 47306 USA; [Rose, Mary A.] Ball State Univ, Educ Studies, Muncie, IN 47306 USA; [Lee, Hyonyong] Kyungpook Natl Univ, Dept Earth Sci Educ, Daegu, South Korea; [Ham, Hyungin] Suwanhana Middle Sch, Gwangju, South Korea; [Kwon, Hyuksoo] Kongju Natl Univ, Dept Technol & Home Econ Educ, Gongju, South Korea; [Sivaraj, Ramya; Roehrig, Gillian H.] Univ Minnesota, Dept Curriculum & Instruct, Minneapolis, MN 55455 USA; [Ellis, Joshua A.] Florida Int Univ, Dept Teaching & Learning, Miami, FL 33199 USA; [Wieselmann, Jeanna R.] Southern Methodist Univ, Dept Teaching & Learning, Dallas, TX USA; [Tan, Michael] Nanyang Technol Univ, Natl Inst Educ, 1 Nanyang Walk, Singapore S637616, Singapore; [Bianchi, Nicola] Northwestern Univ, Kellogg Sch Management, Evanston, IL 60208 USA; [Giorcelli, Michela] Univ Calif Los Angeles, Los Angeles, CA 90024 USA; [Pellas, Nikolaos] Univ Western Macedonia, Dept Commun & Digital Media, Kastoria 52100, Greece; [Dengel, Andreas] Univ Wurzburg, Chair Sch Pedag, D-97070 Wurzburg, Germany; [Christopoulos, Athanasios] Univ Turku, Dept Future Technol, FI-20014 Turku, Finland; [Phillips, Molly] iDigBio & Facilitates Inc Digital Collect Resourc, Gainesville, FL USA; [Shea, Elizabeth K.] Delaware Museum Nat Hist, Mollusks, Wilmington, DE USA; [Bolton, Amy] Smithsonian Natl Museum Nat Hist, Washington, DC USA; [Lincoln, Cynthia] North Carolina Museum Nat Sci, Naturalist Ctr, Raleigh, NC USA; [Green, Kathryn] Univ Georgia, Genet Dept, Athens, GA 30602 USA; [Mast, Austin] Florida State Univ, Dept Biol Sci, Tallahassee, FL 32306 USA; [Mast, Austin] FSUs Robert K Godfrey Herbarium, Tallahassee, FL USA; [Mast, Austin] Univ Zurich, Zurich, Switzerland; [Cubeta, Marc A.] North Carolina State Univ NCSU, Dept Entomol & Plant Pathol, Raleigh, NC USA; [Cubeta, Marc A.] North Carolina State Univ NCSU, Ctr Integrated Fungal Res, Raleigh, NC USA; [Cubeta, Marc A.] North Carolina State Univ NCSU, Larry F Grand Mycol Herbarium, Raleigh, NC USA; [Skrimponis, Panagiotis; Korakis, Thanasis] NYU, New York, NY 10003 USA; [Makris, Nikos] Univ Thessaly, Volos, Greece; [Rajguru, Sheila Borges] Rutgers State Univ, New Brunswick, NJ USA; [Cheng, Karen; Ford, Emily] Columbia Engn Outreach, New York, NY USA; [Ostrometzky, Jonatan; Kostic, Zoran; Zussman, Gil] Columbia Univ, New York, NY 10027 USA; [Colon, Jessica; Oliphant, Simone; Shirajee, Ateev; Mccartney, Melissa] Florida Int Univ, STEM Transformat Inst, Miami, FL 33199 USA; [Colon, Jessica; Tiernan, Nichole; Oliphant, Simone; Shirajee, Ateev; Flickinger, Jonathan; Francisco-Ortega, Javier; Mccartney, Melissa] Florida Int Univ, Dept Biol Sci, Miami, FL 33199 USA; [Liu, Hong; Francisco-Ortega, Javier] Florida Int Univ, Dept Earth & Environm, Miami, FL 33199 USA; [Francisco-Ortega, Javier] Florida Int Univ, Inst Environm, Miami, FL 33199 USA; [Francisco-Ortega, Javier] Florida Int Univ, Latin Amer & Caribbean Ctr, Miami, FL 33199 USA; [Tiernan, Nichole; Flickinger, Jonathan; Liu, Hong; Francisco-Ortega, Javier] Fairchild Trop Bot Garden, Coral Gables, FL USA; [Hacisalihoglu, Gokhan] Florida A&M Univ, Dept Biol Sci, Tallahassee, FL 32307 USA; [Stephens, Desmond; Stephens, Sonya] Florida A&M Univ, Dept Math, Tallahassee, FL 32307 USA; [Johnson, Lewis] Florida A&M Univ, Dept Phys, Tallahassee, FL 32307 USA; [Edington, Maurice] Florida A&M Univ, Dept Chem, Tallahassee, FL 32307 USA; [Owens, David C.] Georgia Southern Univ, Dept Middle Grades & Secondary Educ, Savannah, GA 31419 USA; [Petitt, Destini N.] Univ N Carolina, Dept Geog & Earth Sci, Charlotte, NC 28223 USA; [Lally, Diane; Forbes, Cory T.] Univ Nebraska, Sch Nat Resources, Lincoln, NE 68583 USA; [Jeong, Jin Su; Gonzalez-Gomez, David; Yllana Prieto, Felix] Univ Extremadura, Dept Didact Ciencias Expt & Matemat, Ave Univ S-N, Caceres 10004, Spain; 0; [Aydin-Gunbatar, Sevgi; Ekiz-Kiran, Betul] Van Yuzuncu Yil Univ, Coll Educ, Math & Sci Educ Dept, Van, Turkey; [Oztay, Elif Selcan] Van Yuzuncu Yil Univ, Coll Educ, Primary Educ Dept, Van, Turkey; [Ansong, David; Okumu, Moses; Albritton, Travis J.; Bahnuk, Eva Paige] Univ N Carolina, Sch Social Work, 325 Pittsboro St, Chapel Hill, NC 27599 USA; [Small, Eusebius] Univ Texas Arlington, Sch Social Work, Arlington, TX 76019 USA; [Evans, Tanya; Thomas, Michael O. J.] Univ Auckland, Dept Math, Auckland, New Zealand; [Klymchuk, Sergiy] Auckland Univ Technol, Dept Math Sci, Auckland, New Zealand; [Parker, Carolyn] Amer Univ, Sch Educ, Spring Valley Bldg,4400 Massachusetts Ave NW, Washington, DC 20016 USA; [Grigg, Jeffrey] Johns Hopkins Univ, Baltimore, MD USA; [D'Souza, Stephanie] Amer Inst Res, Washington, DC USA; [Mitchell, Charlie] Maryland Dept Educ, Baltimore, MD USA; [Smith, Erica] Tulane Univ, New Orleans, LA 70118 USA; [Zhu, Xinhong; Xiong, Zhenfang; Zheng, Taoyun; Li, Lin; Zhang, Liuyi; Yang, Fen] Hubei Univ Chinese Med, Sch Nursing, Wuhan, Peoples R China; [Mi, Shuaishuai; Lu, Shanshan] Shandong Normal Univ, Jinan 250014, Shandong, Peoples R China; [Bi, Hualin] Qufu Normal Univ, Qufu, Shandong, Peoples R China; [Salmi, Hannu S.; Thuneberg, Helena] Univ Helsinki, Fac Educ Sci, POB 8, Helsinki 00014, Finland; [Bogner, Franz X.] Univ Bayreuth, Fac Biol Chem & Earth Sci, Bayreuth, Germany; [Xing, Wanli; Li, Chenglu] Univ Florida, Coll Educ, Sch Teaching & Learning, Gainesville, FL USA; [Chen, Guanhua; Huang, Xudong; Chao, Jie; Massicotte, Joyce; Xie, Charles] Concord Consortium, Concord, MA USA; [Mutambara, David; Bayaga, Anass] Univ Zululand, Fac Educ, Dept Maths Sci & Technol Educ, Richards Bay, South Africa; [Wang, Liyan] Shanghai Normal Univ, Shanghai, Peoples R China; [Chiang, Feng-Kuang] Shanghai Normal Univ, Dept Educ Technol, Shanghai, Peoples R China; [Hughes, Roxanne; Roberts, Kari] Natl High Magnet Field Lab, Ctr Integrating Res & Learning, Tallahassee, FL 32310 USA; [Schellinger, Jennifer] Florida State Univ, Coll Educ, Tallahassee, FL 32306 USA; [Mohan, Ashwin; Kelly, Gregory J.] Penn State Univ, State Coll, PA 16801 USA; [Lane, A. Kelly] Univ Minnesota, Dept Biol Teaching & Learning, Minneapolis, MN 55455 USA; [McAlpin, Jacob D.; Feola, Stephanie; Lewis, Jennifer E.] Univ S Florida, Dept Chem, Tampa, FL 33620 USA; [Earl, Brittnee; Shadle, Susan E.] Boise State Univ, Ctr Teaching & Learning, Boise, ID 83725 USA; [Lewis, Jennifer E.; Skvoretz, John; Prevost, Luanna B.] Univ S Florida, Ctr Improvement Teaching & Res Undergrad STEM Edu, Tampa, FL 33620 USA; [Mertens, Karl] Boise State Univ, Ecol Evolut & Behav Program, Boise, ID 83725 USA; [Shadle, Susan E.] Boise State Univ, Dept Chem & Biochem, Boise, ID 83725 USA; [Skvoretz, John] Univ S Florida, Dept Sociol, Tampa, FL 33620 USA; [Ziker, John P.] Boise State Univ, Dept Anthropol, Boise, ID 83725 USA; [Couch, Brian A.] Univ Nebraska, Sch Biol Sci, Lincoln, NE 68588 USA; [Prevost, Luanna B.] Univ S Florida, Dept Integrat Biol, Tampa, FL 33620 USA; [Stains, Marilyne] Univ Virginia, Dept Chem, Charlottesville, VA 22904 USA; [Shah, Niral; Ai-Khanh Nguyen] Univ Washington, Coll Educ, Seattle, WA 98105 USA; [Christensen, Julie A.; Byun, Sunghwan; Stroupe, David] Michigan State Univ, Coll Educ, E Lansing, MI 48824 USA; [Ortiz, Nickolaus A.] Georgia State Univ, Coll Educ & Human Dev, Atlanta, GA 30303 USA; [Reinholz, Daniel L.] San Diego State Univ, Coll Sci, San Diego, CA 92182 USA; [Stella, Massimo] Complex Sci Consulting, Lecce, Italy; [Lee, Meggan J.] Univ Illinois, Dept Sociol, Urbana, IL 61820 USA; [Collins, Jasmine D.] Univ Illinois, Educ & Commun, Urbana, IL 61801 USA; [Harwood, Stacy Anne] Univ Utah, City & Metropolitan Planning Dept, Salt Lake City, UT 84112 USA; [Mendenhall, Ruby] Univ Illinois, Dept Sociol & African Amer Studies, Carle Illinois Coll Med, Champaign, IL 61820 USA; [Huntt, Margaret Browne] Univ Illinois, Canc Ctr Illinois, Urbana, IL 61801 USA; [Dong, Yan; Wang, Jing] Beijing Normal Univ, Fac Educ, Beijing, Peoples R China; [Yang, Yunying] Univ Melbourne, Melbourne Grad Sch Educ, Melbourne, Vic 3053, Australia; [Kurup, Premnadh M.] La Trobe Univ, Sch Educ, Melbourne, Vic, Australia; [Hwang, Candy S.] Southern Connecticut State Univ, Dept Chem, New Haven, CT 06515 USA; [Wan, Zhi Hong; Jiang, Yushan; Zhan, Ying] Educ Univ Hong Kong, Dept Curriculum & Instruct, Hong Kong, Peoples R China; [Liu, Ran] Univ Wisconsin, Dept Educ Policy Studies, Madison, WI 53706 USA; [Smith, Derrick W.; Lampley, Sandra A.; Blair, Morgan] Univ Alabama, Huntsville, AL 35756 USA; [Dolan, Bob] Diverse Learners Consulting, Leverett, MA USA; [Williams, Greg; Schleppenbach, David] Tactile Solut Inc, Lafayette, IN USA; [Dziob, Daniel] Jagiellonian Univ Med Coll, Dept Biophys, Sw Lazarza 16, PL-31530 Krakow, Poland; [Krupinski, Michal; Wozniak, Edyta; Gabryszewski, Ryszard] Polskiej Akad Nauk CBK PAN, Ctr Badan Kosmicznych, Bartycka 18A, PL-00716 Warsaw, Poland; [Hernandez-Sabate, Aura; Sanchez, F. Javier] Univ Autonoma Barcelona, Dept Ciencies Computacio, Bellaterra 08193, Barcelona, Spain; [Hernandez-Sabate, Aura; Sanchez, F. Javier] Comp Vis Ctr, Bellaterra 08193, Barcelona, Spain; [Albarracin, Lluis] Univ Autonoma Barcelona, Dept Didact Ciencies Expt & Matemat, Bellaterra 08193, Barcelona, Spain; [Milicic, Gregor; Wetzel, Sina; Ludwig, Matthias] Goethe Univ Frankfurt, Inst Math & Comp Sci Educ, D-60325 Frankfurt, Germany; [Rowe, Shawn] Oregon State Univ, Coll Educ, Sea Grant, Corvallis, OR 97331 USA; [Riggio, Mariapaola] Oregon State Univ, Wood Sci & Engn, Corvallis, OR 97331 USA; [De Amicis, Raffaele] Oregon State Univ, Sch Elect Engn & Comp Sci, Corvallis, OR 97331 USA; [Rowe, Susan R.] Oregon State Univ, Precoll Programs, Corvallis, OR 97331 USA; [Eltanahy, Marwa; Forawi, Sufian] British Univ Dubai, Dubai Int Acad City DIAC, 1st & 2nd Floor,Block 11,POB 345015, Dubai, U Arab Emirates; [Mansour, Nasser] Univ Exeter, St Lukes Campus,Heavitree Rd, Exeter EX1 2LU, Devon, England; [Vossen, T. E.; Tigelaar, E. H.; Van Driel, J. H.] Leiden Univ, Grad Sch Teaching, Kolffpad 1,POB 905, NL-2300 AX Leiden, Netherlands; [Vossen, T. E.; Henze, I.; De Vries, M. J.] Delft Univ Technol, Dept Sci Educ & Commun, Lorentzweg 1, NL-2628 CJ Delft, Netherlands; [Van Driel, J. H.] Univ Melbourne, Melbourne Grad Sch Educ, 234 Queensberry St, Melbourne, Vic 3010, Australia; [Yildirim, Bekir] Mus Alparslan Univ, Egitim Fak, Mus, Turkey; [Yildirim, Hamdican] Hacettepe Univ, Egitim Bilimleri Enstitusu, Egitim Programlari & Ogretim Anabilim Dali, Ankara, Turkey; [Gelmez-Burakgazi, Sevinc] Hacettepe Univ, Egitim Programlari & Ogretim Anabilim Dali, Ankara, Turkey; [Timur, Betul; Belek, Fatma] Canakkale Onsekiz Mart Univ, Matemat & Fen Bilimleri Egitimi Bolumu, Canakkale, Turkey; [Stelter, Rebecca L.; Kupersmidt, Janis B.; Stump, Kathryn N.] Innovat Res & Training, 5316 Highgate Dr Suite 125, Durham, NC 27713 USA; [Quardokus Fisher, Kathleen] Florida Int Univ, Dept Earth & Environm, 11200 SW 8th St,AHC5-395, Miami, FL 33199 USA; [Quardokus Fisher, Kathleen] Florida Int Univ, STEM Transformat Inst, 11200 SW 8th St,AHC5-395, Miami, FL 33199 USA; [Koretsky, Milo D.] Oregon State Univ, Sch Chem Biol & Environm Engn, Corvallis, OR 97331 USA; [Juskeviciene, Anita] Vilnius Univ, Inst Data Sci & Digital Technol, Vilnius, Lithuania; [Dagiene, Valentina; Dolgopolovas, Vladimiras] Vilnius Univ, Inst Educ Sci, Vilnius, Lithuania; [Alade, Fashina] Michigan State Univ, Dept Advertising & Publ Relat, E Lansing, MI 48824 USA; [Lauricella, Alexis] Erickson Inst Early Childhood Dev, Child Dev, Chicago, IL USA; [Kumar, Yannik] Univ Chicago, Graham Sch Profess Studies, Chicago, IL USA; [Wartella, Ellen] Northwestern Univ, Commun Studies, Evanston, IL USA; [Zhou, Ding; Gomez, Rafael; Wright, Natalie; Rittenbruch, Markus] Queensland Univ Technol, Sch Design, 2 George St, Brisbane, Qld, Australia; [Davis, James] Queensland Univ Technol, Sch Teacher Educ & Leadership, 149 Victoria Pk Rd, Kelvin Grove, Qld, Australia; [Davis, James P.] Queensland Univ Technol, Brisbane, Qld 4059, Australia; [Du, Juan; Tang, Jia-Hui; Qiao, Lu; Liu, Yan-Qiu; Chiang, Feng-Kuang] Shanghai Normal Univ, Shanghai, Peoples R China; [O'Sullivan, S.] Univ Munster, Fac Math & Comp Sci, D-48149 Munster, Germany; [Friebe, Michael] Otto von Guericke Univ, Inst Med Engn, Magdeburg, Germany; [Tonti, W. R.] IEEE Future Direct, Washington, DC USA; [Hartnett, Margaret] GB Grp Plc, Chester, Cheshire, England; [Castro, Manuel] Spanish Natl Univ Distance Educ UNED, Ind Engn Sch, Elect & Comp Engn Dept, Madrid, Spain; [Pozzo, M., I] Natl Sci & Tech Res Council Argentina, Buenos Aires, DF, Argentina; [Nilsiam, Y.] Michigan Technol Univ, Dept Elect & Comp Engn, Houghton, MI 49931 USA; [Welch, James] Univ Tampa, Sykes Coll Business, Tampa, FL 33606 USA; [Wieselmann, Jeanna R.] Southern Methodist Univ, Dept Teaching & Learning, Dallas, TX 75205 USA; [Keratithamkul, Khomson; Roehrig, Gillian H.] Univ Minnesota, Dept Curriculum & Instruct, Minneapolis, MN USA; [Dare, Emily A.] Florida Int Univ, Dept Teaching & Learning, Miami, FL 33199 USA; [Ring-Whalen, Elizabeth A.] St Catherine Univ, Educ Dept, St Paul, MN USA; [Kapon, Shulamit; Schvartzer, Maayan] Technion Israel Inst Technol, Fac Educ Sci & Technol, IL-3200003 Haifa, Israel; [Peer, Tal] ACHERET Ctr, Cabri, Israel; [Sen, Ceylan] Yozgat Bozok Univ, Fac Educ, Dept Primary Educ, Yozgat, Turkey; [Ay, Zeynep Sonay] Hacettepe Univ, Fac Educ, Dept Elementary Math Educ, Ankara, Turkey; [Kiray, Seyit Ahmet] Necmettin Erbakan Univ, Fac Educ, Dept Elementary Sci Educ, Konya, Turkey; [Stewart, Fran] Ohio State Univ, John Glenn Coll Publ Affairs, Columbus, OH 43210 USA; [Stewart, Fran] Ohio State Univ, Ohio Mfg Inst, Columbus, OH 43210 USA; [Yeom, Minkyu] Cleveland State Univ, Levin Coll Urban Affairs, Cleveland, OH 44115 USA; [Stewart, Alice] North Carolina Agr & Tech State Univ, Greensboro, NC USA; [Caspi, Avner; Gorsky, Paul] Open Univ Israel, Dept Educ & Psychol, Raanana, Israel; [Nitzani-Hendel, Rakefet; Rosenfeld, Sherman; Berman, Shmuel] Sci & Reasoning 2000, Herev Le Et, Israel; [Zacharia, Zacharias C.] Univ Cyprus, Res Sci & Technol Educ Grp, Educ Sci, Nicosia, Cyprus; [Shildhouse, Bruria] Eshkol Payis, Petah Tiqwa, Israel; [Falloon, Garry; Forbes, Anne; Stevenson, Michael; Bower, Matt] Macquarie Univ, Sch Educ, Fac Arts, Sydney, NSW, Australia; [Hatzigianni, Maria] Univ Melbourne, Sch Educ, Parkville, Vic, Australia; [Zhan, Xiaohong; Xu, Ranran] East China Normal Univ, Coll Teacher Educ, Fac Educ, Shanghai, Peoples R China; [Sun, Daner; Wan, Zhi Hong] Educ Univ Hong Kong, Dept Math & Informat Technol, Hong Kong, Peoples R China; [Hua, Yingli] Chengdu Tanghu Foreign Languages Sch, Chengdu, Peoples R China; [El Nagdi, Mohamed; Roehrig, Gillian] Univ Minnesota, STEM Educ Ctr, Minneapolis, MN 55455 USA; [Kulturel-Konak, Sadan] Penn State Univ Berks, Management Informat Syst, Tulpehocken Rd POB 7009, Reading, PA 19610 USA; [Liou, Yi-Hwa] Natl Taipei Univ Educ, Dept Educ Management, Taipei, Taiwan; [Daly, Alan J.] Univ Calif San Diego, Dept Educ Studies, La Jolla, CA 92093 USA; [Fernandez-Martin, Francisco-Domingo; Arco-Tirado, Jose-Luis; Hervas-Torres, Mirian] Univ Granada, Dept Dev & Educ Psychol, Granada 18071, Spain; [Carrillo-Rosua, Francisco-Javier; Romero-Lopez, Carmen] Univ Granada, Dept Didact Expt Sci, Granada 18071, Spain; [Carrillo-Rosua, Francisco-Javier] Univ Granada, Andalusian Inst Earth Sci, CSIC, Granada 18100, Spain; [Ruiz-Hidalgo, Juan-Francisco] Univ Granada, Dept Didact Math, Granada 18071, Spain; [Wei, Wong Kah] Univ Kebangsaan Malaysia, Fac Educ, Bangi, Selangor, Malaysia; [Maat, Siti Mistima] Univ Kebangsaan Malaysia, Res Ctr Teaching & Learning Educ, Bangi, Selangor, Malaysia; [Glaze-Crampes, Amanda L.] Georgia Southern Univ, 4105 Coll Educ Bldg,POB 8013, Statesboro, GA 30460 USA; [Jesionkowska, Joanna; Wild, Fridolin] Oxford Brookes Univ, Performance Augmentat Lab, Headington Rd, Oxford OX3 0BP, England; [Wild, Fridolin] Open Univ, Inst Educ Technol, Walton Hall, Milton Keynes MK7 6AA, Bucks, England; [Deval, Yann] ATLAS, Ctr Marionnette Federat Wallonie Bruxelles, Rue St Martin 47, B-7500 Tournai, Belgium; [Du Plessis, Anna E.] Learning Sci Inst Australia, GPO Box 2587, Brisbane, Qld 4001, Australia; [De Meester, Jolien] Katholieke Univ Leuven, Fac Engn Sci, BE-3000 Leuven, Belgium; [Boeve-de Pauw, Jelle; De Loof, Haydee; Van Petegem, Peter] Univ Antwerp, Dept Training & Educ Sci, BE-2000 Antwerp, Belgium; [Buyse, Marie-Paule; Ceuppens, Stijn; Dehaene, Wim] Katholieke Univ Leuven, ESAT, MICAS, Dept Elect Engn, BE-3000 Leuven, Belgium; [De Cock, Mieke] Katholieke Univ Leuven, Dept Phys & Astron, BE-3000 Leuven, Belgium; [Goovaerts, Leen] Univ Antwerp, Fac Social Sci, Sch Educ, BE-2000 Antwerp, Belgium; [Hellinckx, Luc] Vrije Univ Brussel, Logist Unit, BE-1000 Brussels, Belgium; [Knipprath, Heidi] Katholieke Univ Leuven, Res Inst Work & Soc, BE-3000 Leuven, Belgium; [Struyf, Annemie] Univ Antwerp, Dept Sociol, BE-2000 Antwerp, Belgium; [Thibaut, Lieve] IMEC, i Learn, BE-3000 Leuven, Belgium; [van de Velde, Didier] Katholiek Onderwijs Vlaanderen, Pedag Support, BE-1000 Brussels, Belgium; [Yu, Kuang-Chao; Wu, Pai-Hsing] Natl Taiwan Normal Univ, Dept Technol Applicat & Human Resource Dev, Taipei, Taiwan; [Fan, Szu-Chun] Natl Kaohsiung Normal Univ, Dept Ind Technol Educ, 62 Shenjhong Rd,Yanchao Campus, Kaohsiung 82444, Taiwan; [Li, Shan; Zheng, Juan] McGill Univ, Dept Educ & Counselling Psychol, Montreal, PQ H3A 1Y2, Canada; [Chen, Guanhua; Xie, Charles] Concord Consortium, Concord, MA 01742 USA; [Xing, Wanli] Univ Florida, Coll Educ, Sch Teaching & Learning, Gainesville, FL 32611 USA; [Black, Paul N.] Univ Nebraska, Dept Biochem, Lincoln, NE 68583 USA; [Shute, Valerie; Rahimi, Seyedahmad; Smith, Ginny; Ke, Fengfeng; Almond, Russell; Dai, Chih-Pu; Kuba, Renata; Liu, Zhichun; Yang, Xiaotong; Sun, Chen] Florida State Univ, Coll Educ, Dept Educ Psychol & Learning Syst, 3205G Stone Bldg,1114 W Call St, Tallahassee, FL 32306 USA; [Weng, Jiayi; Li, Hui] Univ Hong Kong, Fac Educ, Hong Kong, Peoples R China; [Li, Hui] Macquarie Univ, Fac Educ, N Ryde, NSW, Australia; [Ferrada-Ferrada, Cristian; Silva-Diaz, Francisco] Univ Granada UGR, Granada, Spain; [Carrillo-Rosua, Javier] Univ Granada UGR, Inst Andaluz Ciencias Tierra CSIC UGR, Dept Didact Ciencias Expt, Granada, Spain; [Diaz-Levicoy, Danilo] Univ Catolica Maule, Talca, Chile; [York, Emily] James Madison Univ, Sch Integrated Sci, 702 Carrier Dr MSC 4302, Harrisonburg, VA 22807 USA; [Conley, Shannon N.] James Madison Univ, Sch Integrated Sci, 701 Carrier Dr MSC 4102, Harrisonburg, VA 22807 USA; [Develaki, Maria] Hellen Minist Educ, Educ Advice Secondary Sci Educ, Athens, Greece; [Wahono, Bevo] Univ Jember, Fac Teacher Training & Educ, Jember, Indonesia; [Wahono, Bevo] Natl Taiwan Normal Univ, Grad Inst Sci Educ, Taipei, Taiwan; [Lin, Pei-Ling; Chang, Chun-Yen] Natl Taiwan Normal Univ, Sci Educ Ctr, Taipei, Taiwan; [Park, Wonyong; Wu, Jen-Yi; Erduran, Sibel] Univ Oxford, Dept Educ, 15 Norham Gardens, Oxford OX2 6PY, England; [Erduran, Sibel] Univ Oslo, Norwegian Ctr Sci Educ, Oslo, Norway; [Hussenius, Anita] Uppsala Univ, Ctr Gender Res, Uppsala, Sweden; [Cetin, Mustafa] Akdeniz Univ, Fac Educ, Dept Elementary & Early Childhood Educ, TR-07058 Antalya, Turkey; [Demircan, Hasibe Ozlen] Middle East Tech Univ, Fac Educ, Dept Elementary & Early Childhood Educ, Ankara, Turkey; [Lyon, Joseph A.] Purdue Univ, Sch Engn Educ, 701 W Stadium Ave, W Lafayette, IN 47907 USA; [Magana, J. Alejandra] Purdue Univ, Dept Comp & Informat Technol, W Lafayette, IN 47907 USA; [Menchaca Sierra, Iratxe; Dziabenko, Olga; Garcia Zubia, Javier] Univ Deusto, Bilbao, Spain; [Sanchez-Martin, Jesus] Univ Extremadura, Fac Educ, Dept Didact Ciencias Expt & Matemat, Avda Elvas S-N, Badajoz 06006, Spain; [Corrales-Serrano, Mario] Univ Extremadura, Fac Educ, Dept Didact Ciencias Sociales Lengua & Literatura, Avda Elvas S-N, Badajoz 06006, Spain; [Luque-Sendra, Amalia; Zamora-Polo, Francisco] Univ Seville, Dept Ingn Diseno, Escuela Politecn Super, C Virgen Africa 7, Seville 41011, Spain; [Zamora-Polo, Francisco] Univ Extremadura, Dept Ingn Mecan Energet & Mat, Escuela Ingn Ind, Avda Elvas S-N, Badajoz 06006, Spain; [Palisoc, Caesar P.; Morales, Marie Paz E.] Philippine Normal Univ Manila, Coll Grad Studies & Teacher Educ Res, Grad Teacher Educ Fac, Manila 1000, Philippines; [Avilla, Ruel A.; Owen Ayuste, Thaddeus; Ramos-Butron, Benilda] Philippine Normal Univ Manila, Fac Sci Technol & Math, Coll Teacher Dev, Manila 1000, Philippines; [Casilla, Nica A.] Philippine Normal Univ Manila, Publicat Off, Manila 1000, Philippines; [Dickman, Benjamin; Nauman, Erik] Hewitt Sch, New York, NY 10021 USA; [Monahan, Ceire; Munakata, Mika; Vaidya, Ashwin] Montclair State Univ, Dept Math Sci, Montclair, NJ 07043 USA; [Gandini, Sean] Gandini Juggling, London, England; [Miles Nash, Angel] Chapman Univ, Leadership Dev, Orange, CA 92866 USA; [Peters, April L.] Univ Houston, Educ Leadership & Policy Studies, Houston, TX USA; [Carolina Ching-Chiang, Lay-Wah; Manuel Fernandez-Cardenas, Juan] Tecnol Monterrey, Escuela Humanidades & Educ, Monterrey, Mexico; [Simunovic, Mara; Babarovic, Toni] Ivo Pilar Inst Social Sci, Marulicev Trg 19-1, Zagreb 10000, Croatia; [Hosbein, Kathryn N.; Barbera, Jack] Portland State Univ, Dept Chem, Portland, OR 97207 USA; [Eglash, Ron] Univ Michigan, Sch Informat, 4389 North Quad,105 S State St, Ann Arbor, MI 48109 USA; [Bennett, Audrey] Univ Michigan, Penny W Stamps Sch Art & Design, Art & Design, Ann Arbor, MI 48109 USA; [Bennett, Audrey] Univ Pretoria, Pretoria, South Africa; [Babbitt, William] Rensselaer, Troy, NY USA; [Lachney, Michael] Michigan State Univ, Dept Counseling Educ Psychol & Special Educ, E Lansing, MI 48824 USA; [Reinhardt, Martin] Reinhardt & Associates, Lexington, KY USA; [Reinhardt, Martin] Northern Michigan Univ, Native Amer Studies, Marquette, MI USA; [Hammond-Sowah, Deborah] Kumasi Hive, Kumasi, Ghana; [Ciftci, Ayse] Mus Alparslan Univ, Dept Math & Sci Educ, Mus, Turkey; [Topcu, Mustafa Sami] Yildiz Tech Univ, Dept Math & Sci Educ, Istanbul, Turkey; [Foulk, Jaimie A.] Univ Missouri, Dept Learning Teaching & Curriculum, Columbia, MO USA; [Watson, Sandy; Williams-Duncan, Omah M.; Peters, Michelle L.] Univ Houston Clear Lake, Houston, TX 77058 USA; [Roller, Sarah A.; Lampley, Sandra A.; Dillihunt, Monica L.] Univ Alabama, Dept Curriculum & Instruct, Huntsville, AL 35899 USA; [Benfield, Michael P. J.; Turner, Matthew W.; Davis, Andrew M.] Univ Alabama, Syst Management & Prod Ctr, Huntsville, AL 35899 USA; [Gholston, Sampson E.] Univ Alabama, Dept Ind & Syst Engn & Engn Management, Huntsville, AL 35899 USA; [Keratithamkul, Khomson; Kim, Justine N.; Roehrig, Gillian H.] Univ Minnesota, Dept Curriculum & Instruct, Minneapolis, MN 55455 USA; [Hennessy Elliott, Colin] NYU, Teaching & Learning, New York, NY USA; [Eisenhart, Margaret] Univ Colorado, Sch Educ, POB 4615, Boulder, CO 80306 USA; [Allen, Carrie D.] Univ North Texas, Dept Educ Psychol, 1155 Union Circle 311335, Denton, TX 76203 USA; [Gao, Fei] Bowling Green State Univ, 260 Technol Bldg, Bowling Green, OH 43403 USA; [Li, Lan] Bowling Green State Univ, 521 Educ Bldg, Bowling Green, OH 43403 USA; [Sun, Yanyan] East China Normal Univ, 3663 North Zhongshan Rd, Shanghai 200062, Peoples R China; [So, Wing Mui Winnie] Educ Univ Hong Kong, Ctr Educ Environm Sustainabil, Dept Sci & Environm Studies, Hong Kong, Peoples R China; [He, Qianwen; Chen, Yu; Chow, Cheuk Fai] Educ Univ Hong Kong, Dept Sci & Environm Studies, Hong Kong, Peoples R China; [Chow, Cheuk Fai] Educ Univ Hong Kong, Knowledge Transfer Sub Off, Hong Kong, Peoples R China; [Bain, Kinsey; Bergeron, Paul; Nelson, Paul C.; Posey, Lynmarie A.; Cooper, Melanie M.] Michigan State Univ, Dept Chem, E Lansing, MI 48824 USA; [Bender, Lydia; Laverty, James T.] Kansas State Univ, Dept Phys, Cardwell Hall, Manhattan, KS 66506 USA; [Bergeron, Paul; Caballero, Marcos D.; Tessmer, Stuart H.] Michigan State Univ, Dept Phys & Astron, E Lansing, MI 48824 USA; [Caballero, Marcos D.; Ebert-May, Diane; Posey, Lynmarie A.; Urban-Lurain, Mark; Cooper, Melanie M.] Michigan State Univ, Create Stem Inst, E Lansing, MI 48824 USA; [Caballero, Marcos D.] Univ Oslo, Dept Phys, Oslo, Norway; [Caballero, Marcos D.] Univ Oslo, Ctr Comp Sci Educ, Oslo, Norway; [Carmel, Justin H.; Underwood, Sonia M.] Florida Int Univ, Dept Chem & Biochem, Miami, FL 33199 USA; [Carmel, Justin H.; Underwood, Sonia M.] Florida Int Univ, STEM Transformat Inst, Miami, FL 33199 USA; [Duffy, Erin M.] Western Washington Univ, Dept Chem & Sci Math & Technol Educ, Bellingham, WA 98225 USA; [Ebert-May, Diane] Michigan State Univ, Dept Plant Biol, E Lansing, MI 48824 USA; [Fata-Hartley, Cori L.] Michigan State Univ, Coll Nat Sci, E Lansing, MI 48824 USA; [Herrington, Deborah G.] Grand Valley State Univ, Dept Chem, Allendale, MI 49401 USA; [Matz, Rebecca L.] Michigan State Univ, Hub Innovat Learning & Technol, E Lansing, MI 48824 USA; [Stoltzfus, Jon R.] Michigan State Univ, Dept Biochem & Mol Biol, E Lansing, MI 48824 USA; [Stowe, Ryan L.] Univ Wisconsin, Dept Chem, 1101 Univ Ave, Madison, WI 53706 USA; [Sweeder, Ryan D.] Michigan State Univ, Lyman Briggs Coll, E Lansing, MI 48824 USA; [Smyrnaiou, Zacharoula; Georgakopoulou, Eleni] Natl & Kapodistrian Univ Athens NKUA, Sch Philosophy, Dept Educ Studies, Univ Campus, Ilissia 15784, Greece; [Sotiriou, Sofoklis] Ellinogermaniki Agogi, Res & Dev Dept, Dimitriou Panagea Str, Pallini 15351, Attica, Greece; [McComas, William F.] Univ Arkansas, Coll Educ & Hlth Profess, 310 Peabody Hall, Fayetteville, AR 72703 USA; [Burgin, Stephen R.] Univ Arkansas, Coll Educ & Hlth Profess, 312 Peabody Hall, Fayetteville, AR 72703 USA; [Chiang, Feng-Kuang; Liu, Yan-qiu; Feng, Xiran; Zhuang, Yaoxian; Sun, Yulong] Shanghai Normal Univ, Coll Educ, Dept Educ Technol, Shanghai, Peoples R China; [Chiang, Feng-Kuang] MIT, RELATE Lab, 77 Massachusetts Ave, Cambridge, MA 02139 USA; [Smith, David H.; Hao, Qiang; Tsikerdekis, Michail; Martin, Lilu; Tresham, Nathan] Western Washington Univ, 516 High St, Bellingham, WA 98225 USA; [Dennen, Vanessa] Florida State Univ, Tallahassee, FL 32306 USA; [Barnes, Bradly] Univ Georgia, Athens, GA 30602 USA; [Wilson, Kimberley] Australian Catholic Univ Brisbane, Fac Educ & Arts, Sch Educ, 1100 Nudgee Rd, Banyo, Qld 4014, Australia; [Gao, Xiaoyi; Li, Peishan; Sun, Huifang] Beijing Normal Univ, Fac Educ, Beijing, Peoples R China; [Shen, Ji] Univ Miami, Dept Teaching & Learning, Sch Educ & Human Dev, Coral Gables, FL 33124 USA; [Smolinsky, Lawrence] Louisiana State Univ, Dept Math, Baton Rouge, LA 70803 USA; [Olafsson, Gestur] Louisiana State Univ, Dept Math, Math, Baton Rouge, LA 70803 USA; [Marx, Brian D.; Ma, Yanxia A.] Louisiana State Univ, Dept Expt Stat, Baton Rouge, LA 70803 USA; [Delahunty, Thomas] Univ Coll Cork, Sch Educ, Cork, Ireland; [Delahunty, Thomas] Univ Nebraska, Coll Engn, Lincoln, NE 68588 USA; [Seery, Niall] Athlone Inst Technol, Athlone, Ireland; [Lynch, Raymond] Univ Limerick, Sch Educ, Limerick, Ireland; [Li, Kam-Cheong; Wong, Billy Tak-Ming] Open Univ Hong Kong, Inst Res Open & Innovat Educ, Kowloon, Hong Kong, Peoples R China; [Johns, Carolyn] Ohio State Univ, Dept Math, 231 W 18th Ave, Columbus, OH 43210 USA; [Ortiz-Revilla, Jairo; Greca, Ileana M.] Univ Burgos, Fac Educ, Dept Didact Especif, C Villadiego 1, Burgos 09001, Spain; [Aduriz-Bravo, Agustin] Univ Buenos Aires, Fac Ciencias Exactas & Nat, Inst CeFIEC, 2 Piso,Pabellon 2,Ciudad Univ, Buenos Aires, DF, Argentina; [Huang, Fenxia] Fujian Normal Univ, Fac Educ, Fuzhou, Peoples R China; [Watanabe, Wataru; Maruyama, Ryoji] Ritsumeikan Univ, Coll Sci & Engn, Dept Elect & Elect Engn, 1-1-1 Nojihigashi, Kusatsu, Shiga 5258577, Japan; [Arimoto, Hidenobu] Natl Inst Adv Ind Sci & Technol, Sensing Syst Res Ctr, AIST Tsukuba Cent 5,1-1-1 Higashi, Tsukuba, Ibaraki 3058565, Japan; [Tamada, Yosuke] Utsunomiya Univ, Sch Engn, 7-1-2 Yoto, Utsunomiya, Tochigi 3218585, Japan; [Tamada, Yosuke] Utsunomiya Univ, Ctr Opt Res & Educ CORE, 7-1-2 Yoto, Utsunomiya, Tochigi 3218585, Japan; [Gafuanov, Yaroslav Yu; Podnebesova, Galina B.] South Ural State Humanitarian Pedag Univ, Chelyabinsk, Russia; [Boytchev, Pavel] Sofia Univ, Fac Math & Informat, Sofia 1164, Bulgaria; [Boytcheva, Svetla] Bulgarian Acad Sci, Inst Informat & Commun Technol, Sofia 1113, Bulgaria; [Boytchev, Pavel] FMI KIT, 5 James Bourchier Blvd, Sofia 1164, Bulgaria; [Reeves, Philip M.] Johns Hopkins Univ, Baltimore, MD 21205 USA; [Bobrownicki, Aiyana] Yale Univ, Poorvu Ctr Teaching & Learning, New Haven, CT 06511 USA; [Bauer, Melanie; Graham, Mark J.] Yale Univ, STEM Program Evaluat & Res Lab STEM PERU, Dept Ecol & Evolutionary Biol, New Haven, CT 06511 USA; [Demirbag, Cansu; Arikan, Serkan; Mugaloglu, Ebru Zeynep] Bogazici Univ, Fac Educ, Istanbul, Turkey; [Zhuang, Tengteng; Cheung, Alan C. K.] Chinese Univ Hong Kong, Dept Educ Adm & Policy, Hong Kong, Peoples R China; [Tam, Winnie] Chinese Univ Hong Kong, Ctr Univ Sch Partnership, Hong Kong, Peoples R China; [Macalalag, Jr Augusto Z.; Johnson, Joseph; Lai, Michelle] Arcadia Univ, Sch Educ, 450 S Easton Rd, Glenside, PA 19038 USA; [Eglash, Ron] Univ Michigan, Sch Informat, Ann Arbor, MI 48109 USA; [Lachney, Michael] Michigan State Univ, Coll Educ, E Lansing, MI 48824 USA; [Babbitt, William; Davis, James] Rensselaer Polytech Inst, Dept Sci & Technol Studies, Troy, NY 12181 USA; [Bennett, Audrey] Univ Michigan, Penny W Stamps Sch Art & Design, Ann Arbor, MI 48109 USA; [Reinhardt, Martin] Northern Michigan Univ, Ctr Nat Amer Studies, Marquette, MI USA; [Jones, Rebecca M.] George Mason Univ, Dept Chem & Biochem, Fairfax, VA 22030 USA; [Cleaver, Rachel] George Mason Univ, Off Admiss, Fairfax, VA 22030 USA; [Manuel Bautista-Vallejo, Jose] Univ Huelva, Dept Pedag, Huelva, Spain; [Manuel Hernandez-Carrera, Rafael] Univ Int Rioja, Dept Didact & Org Escolar, Logrono, Spain; [Koyunlu Unlu, Zeynep] Bozok Univ, Div Classroom Instruct Educ, Yozgat, Turkey; [Dokme, Ilbilge] Gazi Univ, Dept Math & Sci Educ, Ankara, Turkey; [St James, Andrew R.] Cornell Univ, Dept Microbiol, Ithaca, NY 14853 USA; [Campbell, Darlene] Cornell Univ, Off Undergrad Biol, Ithaca, NY 14853 USA; [Bustamante, Andres S.] Univ Calif Irvine, Sch Educ, 3363 Educ Bldg, Irvine, CA 92617 USA; [Schlesinger, Molly; Evans, Natalie; Hirsh-Pasek, Kathy] Temple Univ, Dept Psychol, Philadelphia, PA 19122 USA; [Begolli, Kreshnik Nasi] Calif State Univ Long Beach, Dept Psychol, Long Beach, CA 90840 USA; [Golinkoff, Roberta M.] Univ Delaware, Sch Educ, Newark, DE 19716 USA; [Shahidi, Nabil] Onno Architects, Dhaka, Bangladesh; [Zonji, Shekufeh] Early Childhood Dev Act Network, Washington, DC USA; [Riesen, Cristina] We Are Play Lab Fdn, Zurich, Switzerland; [Hu, Chih-Chien; Yeh, Hui-Chin; Chen, Nian-Shing] Natl Yunlin Univ Sci & Technol, Res Ctr Smart Learning, 123 Univ Rd,Sec 3, Touliu 64002, Yunlin, Taiwan; [Hu, Chih-Chien] Natl Yunlin Univ Sci & Technol, Coll Future, 123 Univ Rd,Sec 3, Touliu 64002, Yunlin, Taiwan; [Hu, Chih-Chien; Yeh, Hui-Chin; Chen, Nian-Shing] Natl Yunlin Univ Sci & Technol, Dept Appl Foreign Languages, 123 Univ Rd,Sec 3, Touliu 64002, Yunlin, Taiwan; [Quinn, Candice M.] Middle Tennessee State Univ, Dept Math, Murfreesboro, TN 37130 USA; [Reid, Joshua W.; Gardner, Grant E.] Middle Tennessee State Univ, Dept Biol, Murfreesboro, TN 37130 USA; [Ozkan, Gulbin; Umdu Topsakal, Unsal] Yildiz Tech Univ, Math & Sci Educ, Istanbul, Turkey; [Pleasants, Jacob] Keene State Coll, 378 Putnam Sci Ctr, Keene, NH 03435 USA; [Villanueva Baselga, Sergio] Univ Barcelona, Dept Lib & Informat Sci & Audiovisual Commun, Carrer Melcior de Palau 140, Barcelona 08014, Spain; [Villanueva Baselga, Sergio] Univ Barcelona, Ctr Res Informat Commun & Culture CRICC, Carrer Melcior de Palau 140, Barcelona 08014, Spain; [Marimon Garrido, Oriol; Gonzalez Buron, Helena] Big Van Ciencia, Avinguda St Ferran 25, Cornella De Llobregat 08940, Spain; [Lee, Okhee] NYU, 239 Greene St,Room 620, New York, NY 10031 USA; [Stephens, Amy] Natl Acad Sci Engn & Med, Washington, DC USA; [Sabbah, Soryna; Heyd-Metzuyanim, Einat] Technion Israel Inst Technol, Fac Educ Sci & Technol, Haifa, Israel; [Hacioglu, Yasemin; Donmez Usta, Necla] Giresun Univ, Fac Educ, TR-28200 Giresun, Turkey; [Barnard, Marie; Sparkmon, Wesley] Univ Mississippi, Dept Pharm Adm, 234 Faser Hall, University, MS 38677 USA; [Dehon, Erin; Compretta, Caroline; Notebaert, Andrew; Stray, Stephen; Taylor, Juanyce; Sullivan, Donna; Rockhold, Robin] Univ Mississippi, Med Ctr, Jackson, MS 39216 USA; [Meyer, Edgar] Univ Arkansas Med Sci, Little Rock, AR 72205 USA; [Barlow, Allyson] Univ Nevada Reno, Sch Chem & Mat Engn, 1664 N Virginia St M, Reno, NV 89557 USA; [Brown, Shane] Oregon State Univ, Sch Civil & Construct Engn, 101 Kearney Hall, Corvallis, OR 97331 USA; [Lutz, Benjamin] Calif Polytech State Univ San Luis Obispo, 1 Grand Ave,Bldg 13-221, San Luis Obispo, CA 93407 USA; [Pitterson, Nicole] Dept Engn Educ, 369 Goodwin Hall,635 Prices Fork Rd, Blacksburg, VA USA; [Hunsu, Nathaniel] Univ Georgia, Coll Engn, Athens, GA 30602 USA; [Adesope, Olusola] Washington State Univ, Coll Educ, Dept Kinesiol & Educ Psychol, Room 356,Cleveland Hall, Pullman, WA 99164 USA; [Knekta, Eva] Umea Univ, Dept Sci & Math Educ, S-90187 Umea, Sweden; [Knekta, Eva; Eddy, Sarah] Florida Int Univ, Dept Biol Sci, Miami, FL 33199 USA; [Rowland, Ashley A.; Corwin, Lisa A.] Univ Colorado, Dept Ecol & Evolutionary Biol, Boulder, CO 80309 USA; [Chen, Chia-Chen; Huang, Po-Hao] Natl Chung Hsing Univ, Management Informat Syst, Taichung, Taiwan; [Quigley, Cassie F.] Univ Pittsburgh, 5517 WW Posvar Hall, Pittsburgh, PA 15231 USA; [Herro, Dani] Clemson Univ, Digital Media & Learning, Clemson, SC 29631 USA; [King, Elizabeth] Univ Wisconsin, Educ Fdn, Whitewater, WI 53190 USA; [Plank, Holly] Univ Pittsburgh, Learning Sci & Policy, Pittsburgh, PA USA; [Schwortz, Andria C.; Burrows, Andrea C.] Univ Wyoming, Secondary Educ, Laramie, WY USA; [Schwortz, Andria C.] Univ Wyoming Nat Sci, Quinsigamond Community Coll, Phys & Astron, 670 W Boylston St,Box 224, Worcester, MA 01606 USA; [Nguyen, Hien D.] Univ Informat Technol, Ho Chi Minh City, Vietnam; [Nguyen, Hien D.] Vietnam Natl Univ, Ho Chi Minh City, Vietnam; [Do, Nhon, V] Ho Chi Minh City Open Univ, Ho Chi Minh City, Vietnam; [Tran, Nha P.] Univ Transport & Commun, Campus Ho Chi Minh City, Hanoi, Vietnam; [Xuan Hau Pham] Quang Binh Univ, Dong Hoi City, Quang Binh, Vietnam; [Pham, Vuong T.] Sai Gon Univ, Ho Chi Minh City, Vietnam; [Lyon, Joseph A.] Purdue Univ, Sch Engn Educ, W Lafayette, IN 47907 USA; [Fennell, Hayden W.] Purdue Univ, Dept Comp & Informat Technol, W Lafayette, IN 47907 USA; [Magana, Alejandra J.] Purdue Univ, Comp & Informat Technol & Engn Educ, W Lafayette, IN 47906 USA; [Takeuchi, Miwa A.; Sengupta, Pratim; Shanahan, Marie-Claire; Adams, Jennifer D.; Hachem, Maryam] Univ Calgary, Werklund Sch Educ, Educ Studies Learning Sci, Calgary, AB, Canada; [Clements, Douglas H.; Sarama, Julie] Univ Denver, Marsico Inst, Denver, CO USA; [Vinh, Megan; Lim, Chih-Ing] Univ N Carolina, Frank Porter Graham Child Dev Inst, Chapel Hill, NC 27515 USA; [Moen, Katherine C.; Beck, Melissa R.; Saltzmann, Stephanie M.; Cowan, Tovah M.; Burleigh, Lauryn M.; Cohen, Alex S.; Greening, Steven G.] Louisiana State Univ, Dept Psychol, 236 Audubon Hall, Baton Rouge, LA 70803 USA; [Moen, Katherine C.] Univ Nebraska, Dept Psychol, Kearney, NE USA; [Butler, Leslie G.] Louisiana State Univ, Dept Chem, Baton Rouge, LA 70803 USA; [Ramanujam, Jagannathan] Louisiana State Univ, Ctr Computat & Technol, Baton Rouge, LA 70803 USA; [Sondergeld, Toni A.] Drexel Univ, Sch Educ, 3401 Market St,3rd Floor, Philadelphia, PA 19104 USA; [Nallapothula, Dhiraj; Han, Selina; Herrera, Carlos; Maloy, Jeffrey] Univ Calif Los Angeles, Dept Life Sci Core Educ, Los Angeles, CA 90095 USA; [Lozano, Jennifer Berdan; Sayson, Hannah Whang; Levis-Fitzgerald, Marc] Univ Calif Los Angeles, Ctr Adv Teaching, Ctr Educ Assessment, Los Angeles, CA 90095 USA; [Alomari, Hakam W.; Ramasamy, Vijayalakshmi; Kiper, James D.] Miami Univ, Dept Comp Sci & Software Engn, Oxford, OH 45056 USA; [Potvin, Geoff] Florida Int Univ, Dept Phys, Miami, FL 33199 USA; [Kim, Ji-Yun; Lee, Tae-Wuk] Korea Natl Univ Educ, Dept Comp Educ, Cheongju 28173, South Korea; [Chung, Hyunsong] Korea Natl Univ Educ, Dept English Educ, Cheongju 28173, South Korea; [Jung, Eun Young] Korea Natl Univ Educ, Dept Art Educ, Cheongju 28173, South Korea; [Kim, Jin-Ok] Gwangju Woulsan Elementary Sch, Gwangju 61630, South Korea; [Bramstedt, Karina] Luxembourg Agcy Res Integr LARI 6, Luxembourg, Luxembourg; [Bramstedt, Karina] Bond Univ, Fac Med & Hlth Sci, Robina, Qld, Australia; [Henriksen, Danah] Arizona State Univ, Div Educ Leadership & Innovat, POB 37100,Mail Code 3151, Phoenix, AZ 85069 USA; [Mishra, Punya] Arizona State Univ, Mary Lou Fulton Teachers Coll, Farmer Educ Bldg,Suite 402,1050 S Forest Mall, Tempe, AZ 85287 USA; [Le Hai My Ngan] Ho Chi Minh City Univ Educ, Fac Phys, Ho Chi Minh City, Vietnam; [Nguyen Van Hien] Hanoi Natl Univ Educ, Fac Biol, Hanoi, Vietnam; [Le Huy Hoang] Hanoi Natl Univ Educ, Fac Technol Educ, Hanoi, Vietnam; [Nguyen Duy Hai] Hanoi Natl Univ Educ, IT Ctr, Hanoi, Vietnam; [Nguyen Van Bien] Hanoi Natl Univ Educ, Fac Phys, Hanoi, Vietnam; [Woods, Stacey] Boise State Univ, Boise, ID 83725 USA; [Hsu, Yu-Chang] Boise State Univ, Dept Educ Technol, 1910 Univ Dr,MS 1747, Boise, ID 83725 USA; [Wieselmann, Jeanna R.] Southern Methodist Univ, Caruth Inst Engn Educ, Dallas, TX 75275 USA; [Roehrig, Gillian H.] Univ Minnesota, STEM Educ Ctr, St Paul, MN 55108 USA; [Kim, Justine N.] Meadow Lake Elementary Sch, New Hope, MN USA; [Bernacki, Matthew L.] Univ N Carolina, Sch Educ, CB3500 Peabody Hall 113, Chapel Hill, NC 27599 USA; [Vosicka, Lucie] Univ Nevada, Dept Educ Psychol & Higher Educ, Las Vegas, NV 89154 USA; [Utz, Jenifer C.] Univ Nevada, Sch Life Sci, Las Vegas, NV 89154 USA; [Eadkong, Thammarong; Pimton, Pimchanok; Dam-O, Punsiri; Channuie, Phongpichit] Walailak Univ, Sch Sci, Nakhon Si Thammarat 80160, Thailand; [Pimton, Pimchanok; Dam-O, Punsiri; Channuie, Phongpichit] Walailak Univ, Res Grp Appl Computat & Theoret Sci ACTS, Thasala 80160, Nakhon Si Thamm, Thailand; [Channuie, Phongpichit] Walailak Univ, Coll Grad Studies, Thasala 80160, Nakhon Si Thamm, Thailand; [Lin, Yu-Tzu; Hsieh, Hsin-Ling] Natl Taiwan Normal Univ, Grad Inst Informat & Comp Educ, Inst Res Excellence Learning Sci, Taipei 10610, Taiwan; [Yeh, Martin K-C] Penn State Univ Brandywine, Informat Sci & Technol, Media, PA USA; [Barlow, Allyson; Brown, Shane] Oregon State Univ, Sch Civil & Construct Engn, 101 Kearney Hall, Corvallis, OR 97331 USA; [Li, Yeping; Xiao, Yu; Nite, Sandra B.] Texas A&M Univ, College Stn, TX 77843 USA; [Wang, Ke] Nicholls State Univ, Thibodaux, LA 70310 USA; [Froyd, Jeffrey E.] Ohio State Univ, Columbus, OH 43210 USA; [Atit, Kinnari] Univ Calif Riverside, Grad Sch Educ, 1207 Sproul Hall, Riverside, CA 92521 USA; [Uttal, David H.] Northwestern Univ, Sch Educ & Social Policy, Evanston, IL USA; [Stieff, Mike] Univ Illinois, Learning Sci Res Inst, Chicago, IL USA; [Denton, Maya; Boklage, Audrey] Univ Texas Austin, Ctr Engn Educ, 2501 Speedway, Austin, TX 78712 USA; [Borrego, Maura] Univ Texas Austin, Ctr Engn Educ, 204 E Dean Keeton St, Austin, TX 78712 USA; [Leung, Allen] Hong Kong Baptist Univ, Dept Educ Studies, Kowloon, Tong Campus, Hong Kong, Peoples R China; [King, K. D.; Ochsendorf, R. J.; Solomon, G. E. A.; Sloane, F. C.] Natl Sci Fdn, Alexandria, VA 22314 USA; [Reynante, Brandon M.; Selbach-Allen, Megan E.; Pimentel, Daniel R.] Stanford Univ, Grad Sch Educ, Stanford, CA 94305 USA; [Hill, Lucas B.] Univ Wisconsin, Wisconsin Ctr Educ Res, Madison, WI 53706 USA; [Almukhambetova, Ainur; Kuzhabekova, Aliya] Nazarbayev Univ, Grad Sch Educ, Astana, Kazakhstan; [Kuzhabekova, Aliya] Carleton Univ, Ctr Res & Educ Women & Work, Ottawa, ON, Canada; [Choo, Sam; Park, Sunhi; Nelson, Nancy J.] Univ Oregon, Eugene, OR 97403 USA; [Watson, Jane; Fitzallen, Noleine; Wright, Suzie] Univ Tasmania, Sch Educ, Hobart, Tas, Australia; [English, Lyn] Queensland Univ Technol, Fac Educ, Kelvin Grove, Australia; [Jones, Shannon] Univ Richmond, Richmond, VA 23173 USA; [Lansiquot, Reneta] CUNY, New York City Coll Technol, New York, NY 10021 USA; [Zhu, Meina] Wayne State Univ, Detroit, MI 48202 USA; [Hollett, Ty] Penn State Univ, Dept Learning & Performance Syst, State Coll, PA 16801 USA; [Vivoni, Francisco] Worcester State Univ, Dept Sociol, Worcester, MA USA; [Mateos-Nunez, Milagros; Martinez-Borreguero, Guadalupe; Luis Naranjo-Correa, Francisco] Univ Extremadura, Dept Sci Teaching, Badajoz 06006, Spain; [Lasica, Ilona-Elefteryja; Meletiou-Mavrotheris, Maria] European Univ Cyprus, Dept Educ Sci, CY-1516 Nicosia, Cyprus; [Lasica, Ilona-Elefteryja; Meletiou-Mavrotheris, Maria; Katzis, Konstantinos] Ctr Excellence Risk & Decis Sci CERIDES, ICT Enhanced Educ Lab, CY-2404 Nicosia, Cyprus; [Katzis, Konstantinos] European Univ Cyprus, Comp Sci & Engn, CY-1516 Nicosia, Cyprus; [Petrov, Plamen D.; Atanasova, Tatiana V.] Bulgarian Acad Sci, Inst Informat & Commun Technol, Sofia 1113, Bulgaria; [Xu, Meidan; Gu, Jianjun] Nanjing Normal Univ, Sch Educ Sci, 122 Ninghai Rd, Nanjing, Jiangsu, Peoples R China; [Williams, P. John] Curtin Univ, Perth, WA, Australia; [Zhang, Hang] State Grid, Taizhou Power Supply Co, Taizhou, Peoples R China; [Murphy, Steve] Charles Sturt Univ, Wagga Wagga, NSW, Australia; [Neumann, Irene] Leuphana Univ Luneburg, Fac Educ, Univ Sallee 1, D-21335 Luneburg, Germany; [Deeken, Christoph; Neumann, Irene; Heinze, Aiso] IPN Leibniz Inst Sci & Math Educ, Olshausenstr 62, D-24118 Kiel, Germany; [Chirikov, Igor] Univ Calif Berkeley, Berkeley, CA 94720 USA; [Chirikov, Igor; Semenova, Tatiana; Maloshonok, Natalia] Natl Res Univ Higher Sch Econ, Moscow, Russia; [Bettinger, Eric] Stanford Univ, Stanford, CA 94305 USA; [Kizilcec, Rene F.] Cornell Univ, Ithaca, NY USA; [McNamara, Jade] Univ Maine, Sch Food & Agr, Orono, ME 04469 USA; [Sweetman, Sara] Univ Rhode Isl, Sch Educ, Kingston, RI 02881 USA; [Connors, Priscilla] Univ Northern Texas, Coll Merchandizing Hospitality & Tourism, Denton, TX USA; [Lofgren, Ingrid; Greene, Geoffrey] Univ Rhode Isl, Dept Nutr & Food Sci, Kingston, RI 02881 USA; [McNamara, Jade] Univ Rhode Isl, Kingston, RI 02881 USA; [Gdansky, Nikolay Ivanovich; Budnik, Alexander Alekseevich; Sokolov, Igor Vladimirovich] First Cossack Univ, KG Razumovcky Moscow State Univ Technol & Managem, Moscow, Russia; [Kulikova, Natalia Lvovna] Fed State Budget Educ Inst Higher Educ, Krasnoyarsk, Russia; [Gleason, Daniel W.] Maine East High Sch, English Dept, Park Ridge, IL 60068 USA; [Jeong, Jin Su; Gonzalez-Gomez, David] Univ Extremadura, Dept Didcict Ciencias Expt & Matemat, Avd Univ S-N, Caceres 10004, Spain; [Hanson, Sandra L.] Catholic Univ, Dept Sociol, 620 Michigan Ave NE, Washington, DC 20064 USA; [Krywult-Albanska, Malgorzata] Pedag Univ Cracow, Inst Philosophy & Sociol, Dept Methodol Social Sci, Krakow, Poland; [Chen, Ya-Ling; Huang, Lee-Feng] Natl Pingtung Univ, Dept Early Childhood Educ, 4-18 Minshung Rd, Pingutng 900, Taiwan; [Wu, Pei-Chen] Natl Pingtung Univ, Dept Educ Psychol & Counseling, 4-18 Minshung Rd, Pingutng 900, Taiwan; [Yildirim, Bekir] Mus Alparslan Univ, Fac Educ, Dept Math & Sci Educ, Mus, Turkey; [Falloon, Garry; Bower, Matt; Forbes, Anne; Stevenson, Michael] Macquarie Univ, Macquarie Sch Educ, Fac Arts, Sydney, NSW, Australia; [Hatzigianni, Maria] Univ Melbourne, Fac Educ, Melbourne, Vic, Australia; [Cheng, Yin Cheong] Educ Univ Hong Kong, Tai Po, Dept Educ Policy & Leadership, Hong Kong, Peoples R China; [So, Winnie Wing Mui] Educ Univ Hong Kong, Dept Sci & Environm Studies, Tai Po, Hong Kong, Peoples R China; [Jones, Derek; Lotz, Nicole; Holden, Georgy] Open Univ, Fac STEM, Sch Engn & Innovat, Walton Hall, Milton Keynes MK7 6AA, Bucks, England; [Fung, Chak-Him] Educ Univ Hong Kong, Tai Po, 10 Lo Ping Rd, Hong Kong, Peoples R China; [Faulconer, E. K.; Wood, B.; Griffith, J. C.] Embry Riddle Aeronaut Univ, STEM Educ Dept, Worldwide Campus,1 Aerosp Blvd, Daytona Beach, FL 32114 USA; [Shively, Kate; Hitchens, Carolyn; Hitchens, Nathan] Ball State Univ, Muncie, IN 47306 USA; [Lopez Simo, Victor; Couso Lagaron, Digna; Simarro Rodriguez, Cristina] Univ Autonoma Barcelona, CRECIM, Barcelona, Spain; [Li, Yeping; Xiao, Yu] Texas A&M Univ, College Stn, TX 77843 USA; [Wang, Ke] Nicholls State Univ, Thibodaux, LA 70310 USA; [Froyd, Jeffrey E.] Ohio State Univ, Columbus, OH 43210 USA; [Zakariya, Yusuf F.] Univ Agder, Dept Math Sci, Kristiansand, Norway; [Emembolu, Itoro; Padwick, Annie; Shimwell, Joe; Sanderson, Jonathan; Davenport, Carol; Strachan, Rebecca] Univ Northumbria Newcastle, Fac Engn & Environm, Newcastle Upon Tyne, Tyne & Wear, England; [Yata, Chikahiko] Hiroshima Univ, Dept Technol & Informat Educ, Grad Sch Educ, 1-1,Kagamiyama 1 Chome, Higashihiroshima, Japan; [Ohtani, Tadashi] Tokyo Gakugei Univ, Dept Technol Educ, Grad Sch Educ, 4-1-1 Nukuikita Machi, Koganei, Tokyo, Japan; [Isobe, Masataka] Aichi Univ Educ, Dept Technol Educ, 1 Hirosawa,Igaya Cho, Kariya, Aichi, Japan; [Strawhacker, Amanda; Bers, Marina] Tufts Univ, Dept Child Study & Human Dev, 105 Coll Ave, Medford, MA 02155 USA; [Verish, Clarissa; Shaer, Orit] Human Comp Interact Lab, Dept Comp Sci, 106 Cent St, Wellesley, MA 02481 USA; [Mohammadi, Arefeh] Virginia Tech, Engn Educ Dept, Blacksburg, VA 24060 USA; [Grosskopf, Kevin] Univ Nebraska, Durham Sch Architectural Engn & Construct, Lincoln, NE 68588 USA; [Killingsworth, John] Colorado State Univ, Coll Hlth & Human Sci, Ft Collins, CO 80523 USA; [Peters-Burton, Erin] George Mason Univ, Coll Educ & Human Dev, 4400 Univ Dr,MSN 4B3, Fairfax, VA 22030 USA; [Fan, Jing-Yun] Tainan Univ Technol, Dept Fash Design, Tainan, Taiwan; [Ye, Jian-Hong] Natl Taiwan Normal Univ, Dept Ind Educ, Taipei, Taiwan; [Ye, Jian-Hong] Natl Taiwan Normal Univ, Inst Res Excellence Learning Sci, Taipei, Taiwan; [McKay, Byron] TEECA, Technol & Engn Educ Program, Reston, VA 20191 USA; [McKay, Byron] TEECA, Student Grp, Reston, VA 20191 USA; [Hansen, A. K.; Lent, D. D.; Muller, U. K.; Muller, Ulrike] Calif State Univ Fresno, Fresno, CA 93740 USA; [Nepeina, Kseniia] RAS, RS, Bishkek 49, Bishkek 720049, Kyrgyzstan; [Istomina, Natalia; Bykova, Olga] Moscow State Univ Geodesy & Cartog MIIGAiK, Gorokhovsky Pereulok 4, Moscow 105064, Russia; [Conradty, Catherine; Bogner, Franz X.] Univ Bayreuth, Fac 2, Ctr Math & Sci Educ Z MNU, Dept Biol, D-95447 Bayreuth, Germany; [Sotiriou, Sofoklis A.] Ellinogermaniki Agogi, R&D Dept, Pallini 15351, Greece; [Abdukhakimova, Diyora; Xie, Yingqiu] Nazarbayev Univ Sch Sci & Humanities, Dept Biol, Astana, Kazakhstan; [Parker, Philip D.; Van Zanden, Brooke; Marsh, Herb W.; Duineveld, Jasper J.; Noetel, Michael] Australian Catholic Univ, Inst Posit Psychol & Educ, Sydney, NSW, Australia; [Owen, Katherine] Univ Sydney, SPRINTER Res Grp, Sydney, NSW, Australia; [Owen, Katherine] Univ Sydney, Prevent Res Collaborat, Sydney, NSW, Australia; [Lin, Kuen-Yi; Yu, Kuang-Chao; Hsiao, Hsien-Sheng; Chang, Yu-Shan; Chien, Yu-Hung] Natl Taiwan Normal Univ, Dept Technol Applicat & Human Resource Dev, 162,Heping East Rd Sect 1, Taipei, Taiwan; [Hsiao, Hsien-Sheng] Natl Taiwan Normal Univ, Chinese Language & Technol Ctr, Taipei, Taiwan; [Hsiao, Hsien-Sheng] Natl Taiwan Normal Univ, Inst Res Excellence Learning Sci, Taipei, Taiwan; [Fadzli, Sazrol; Yahaya, Jamaiah; Hamdan, Abdul Razak] Univ Kebangsaan Malaysia, Fac Informat Sci & Technol, Bangi, Selangor, Malaysia; [Deraman, Aziz] Univ Malaysia Terengganu, Sch Informat & Appl Math, Kuala Terengganu, Terengganu, Malaysia; [Halim, Lilia] Univ Kebangsaan Malaysia, Fac Educ, Bangi, Selangor, Malaysia; [Yahaya, Noor Zaitun; Zahari, Mohamed Shahrir Mohamed] Univ Malaysia Terengganu, Sch Ocean Engn, Kuala Terengganu, Malaysia; [Rais, Izhar Abadi Ibrahim] Mineral Res Ctr, Dept Mineral & Geosci, Ipoh, Perak, Malaysia; [Halpin, Patricia A.] Univ New Hampshire Manchester, Dept Life Sci, 88 Commercial St, Manchester, NH 03101 USA; [Donahue, Ann E.] Univ New Hampshire Manchester, Manchester, NH 03101 USA; [Johnson, Kathryn M. S.] Beloit Coll, Dept Biol, Beloit, WI 53511 USA; [Johnson, Kathryn M. S.] Trail Build LLC, East Troy, WI USA; [Fendos, Justin] Dongseo Univ, Global Biotechnol, Busan, South Korea; [Tubb, Adeline L.] UCL, Fac Engn Sci, London, England; [Cropley, David H.; Marrone, Rebecca L.] Univ South Australia, Sch Engn, Adelaide, SA, Australia; [Patston, Tim] Geelong Grammar Sch, Ctr Creat Educ, Geelong, Vic, Australia; [Kaufman, James C.] Univ Connecticut, Neag Sch Educ, Storrs, CT USA; [Lee, Ning Yuan; Tucker-Kellogg, Greg] Natl Univ Singapore, Computat Biol Programme, Singapore, Singapore; [Lee, Ning Yuan] Natl Univ Singapore, Univ Scholars Programme, Singapore, Singapore; [Tucker-Kellogg, Greg] Natl Univ Singapore, Dept Biol Sci, Singapore, Singapore; [Lysenko, Tetiana] Washington Univ, Dept Educ, 1 Brookings Dr, St Louis, MO 63130 USA; [Wang, Qingfang] Univ Calif Riverside, Sch Publ Policy, Riverside, CA 92521 USA; [Kwok, M.; Vela, K. N.; Rugh, M. S.; Capraro, R. M.; Capraro, M. M.] Texas A&M Univ, Teaching Learning & Culture, College Stn, TX 77843 USA; [Vela, K. N.; Rugh, M. S.; Capraro, R. M.; Capraro, M. M.] Texas A&M Univ, Aggie STEM, College Stn, TX 77843 USA; [Lincoln, Y. S.] Texas A&M Univ, Educ Adm & Human Resources, College Stn, TX 77843 USA; [Altan, Esra Bozkurt] Sinop Univ, Sci & Math Educ Dept, Sinop, Turkey; [Tan, Sema] Sinop Univ, Coll Educ, Special Educ Dept, Sinop, Turkey; [Tannock, Stuart] UCL, UCL Inst Educ, London WC1H 0AL, England; [Sirakaya, Mustafa; Sirakaya, Didem Alsancak] Kirsehir Ahi Evran Univ, Dept Comp Technol, Kirsehir, Turkey; [Arastoopour Irgens, Golnaz] Clemson Univ, Clemson, SC 29634 USA; [Dabholkar, Sugat; Bain, Connor; Woods, Philip; Hall, Kevin; Swanson, Hillary; Horn, Michael; Wilensky, Uri] Northwestern Univ, Evanston, IL USA; [Borda, Emily; Schumacher, Emily; Hanley, Daniel; Geary, Edward; Warren, Shannon; Ipsen, Cassidy; Stredicke, Lauren] Western Washington Univ, 516 High St MS 9155, Bellingham, WA 98225 USA; [Robertson, Amy D.] Seattle Pacific Univ, Dept Phys, Seattle, WA 98119 USA; [Atkins Elliott, Leslie J.] Boise State Univ, Dept Curriculum Instruct & Fdn Studies, Boise, ID 83725 USA; [Yannier, Nesra; Hudson, Scott E.; Koedinger, Kenneth R.] Carnegie Mellon Univ, Human Comp Interact Inst, 5000 Forbes Ave, Pittsburgh, PA 15213 USA; [Yannier, Nesra; Hudson, Scott E.; Koedinger, Kenneth R.] Carnegie Mellon Univ, Dept Psychol, 5000 Forbes Ave, Pittsburgh, PA 15213 USA; [Nguyen Thi To Khuyen] Natl Taiwan Normal Univ, Grad Inst Sci Educ, Taipei 11677, Taiwan; [Nguyen Van Bien] Hanoi Natl Univ Educ, Fac Phys, Hanoi 10000, Vietnam; [Lin, Pei-Ling; Chang, Chun-Yen] Natl Taiwan Normal Univ, Sci Educ Ctr, Taipei 11677, Taiwan; [Lin, Jing] Beijing Normal Univ, Collaborat Innovat Ctr Assessment Basic Educ Qual, Beijing 100875, Peoples R China; [Johnson, Angela] St Marys Coll Maryland, Educ Studies Dept, St Marys City, MD 20686 USA; [Elliott, Samantha] St Marys Coll Maryland, Biol Dept, St Marys City, MD 20686 USA; [Elliott, Samantha] St Marys Coll Maryland, Ctr Inclus Teaching & Learning, St Marys City, MD 20686 USA; [Moore, Michael E.] Univ Nebraska, Dept Biochem, Lincoln, NE 68588 USA; [Vega, Dulce M.] St Louis Univ, Dept Psychol, St Louis, MO 63108 USA; 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D.] Inst Def Anal, Sci & Technol Div, 4850 Mark Ctr Dr, Alexandria, VA 22311 USA; [Auerbach, Anna Jo J.; Andrews, Tessa C.] Univ Georgia, Dept Genet, 120 East Green St, Athens, GA 30602 USA; [Craig, Scotty D.] Arizona State Univ, Human Syst Engn, 7271 E Sonoran Arroyo Mall,Santa Catalina Hall, Mesa, AZ 85212 USA; [Graesser, Arthur C.] Univ Memphis, Inst Intelligent Syst, Memphis, TN 38152 USA; [Perez, Ray S.] Off Naval Res, Warfighter Performance Dept, Arlington, VA 22217 USA; [Holmes, Kathryn] Western Sydney Univ, Sch Educ, Sydney, NSW, Australia; [Gore, Jennifer; Smith, Max; Lloyd, Adam] Univ Newcastle, Sch Educ, Newcastle, NSW, Australia; [Han, Guang; Martin, Robert A.] Iowa State Univ, Dept Agr Educ & Studies, Ames, IA 50011 USA; [Jung, Sung Eun] Univ Georgia, Dept Educ Theory & Practice, Athens, GA 30602 USA; [Won, Eun-sok] Mokwon Univ, Dept Liberal Arts Educ, Daejeon 35349, South Korea; [Thibaut, Lieve; Knipprath, Heidi] Katholieke Univ Leuven, Res Grp Educ & Labour Mkt, Res Inst Work & Soc HIVA, Pk Str 47 Box 5300, B-3000 Leuven, Belgium; [Dehaene, Wim] Katholieke Univ Leuven, Dept Elect Engn ESAT, MICAS, Microelect & Sensors, Kasteelpk Arenberg 10 Box 2443, B-3001 Leuven, Belgium; [Depaepe, Fien] Katholieke Univ Leuven, Fac Psychol & Educ Sci, Ctr Instruct Psychol & Technol, Dekenstr 2 Box 3773, B-3000 Leuven, Belgium; [Romulo, Chelsie L.] Univ Northern Colorado, Environm & Sustainabil Studies, 501 20th St, Greeley, CO 80639 USA; [Raoufi, Arzo] George Mason Univ, Dept Biol, Fairfax, VA 22030 USA; [Largen, Kim] George Mason Univ, Dept Environm Sci & Policy, Fairfax, VA 22030 USA; [Schwebach, J. Reid] George Mason Univ, COS High Sch Outreach & Recruitment, Fairfax, VA 22030 USA; [Schwebach, J. Reid] George Mason Univ, Governors Sch Innovat Pk, Dept Biol, Fairfax, VA 22030 USA; [Peters-Burton, Erin] George Mason Univ, Sci Educ, Fairfax, VA 22030 USA; [Delahunty, Thomas] Univ Nebraska, Lincoln, NE 68588 USA; [Seery, Niall] Athlone Inst Technol, Athlone, Ireland; [Seery, Niall] KTH Royal Inst Technol, Stockholm, Sweden; [Lynch, Raymond] Univ Limerick, Limerick, Ireland; [Malachowski, Mitchell] Univ San Diego, San Diego, CA 92110 USA; [Chaytor, Jennifer; Karpovich, David; Cole, Adrianne] Saginaw Valley State Univ, Saginaw, MI USA; [Corbo, Joel; Quan, Gina] Univ Colorado, Ctr STEM Learning, Boulder, CO 80309 USA; [Ngai, Courtney; Pilgrim, Mary] Colorado State Univ, Math, Ft Collins, CO 80523 USA; [Reinholz, Daniel] San Diego State Univ, Math, San Diego, CA 92182 USA; [Falkenberg, Karen] Colorado State Univ, Inst Learning & Teaching, Ft Collins, CO 80523 USA; [Wise, Sarah] Univ Colorado, Acad Technol Design Team, Boulder, CO 80309 USA; [Kelleher, Clarice; Turnpenny, Benjamin] SUNY Binghamton, Chem, Vestal, NY 13850 USA; [Silva, Alexsandra] SUNY Binghamton, Dept Chem, Binghamton, NY USA; [Karukstis, Kerry] Harvey Mudd Coll, Claremont, CA 91711 USA; [Malachowski, Mitchell] Univ San Diego, San Diego, CA 92110 USA; [Robinson, Leslie; Carlson, Philip; Bishop, G. Reid] Belhaven Univ, Chem, Jackson, MS USA; [Weaver, Gabriela] Univ Massachusetts, Chem, Amherst, MA 01003 USA; [Weaver, Gabriela] Univ Massachusetts, Inst Teaching Excellence & Fac Dev, Amherst, MA 01003 USA; [Martin-Ramos, Pablo] Univ Zaragoza, EPS, Carretera Cuarte S-N, Huesca 22071, Spain; [Joao Lopes, Maria; Margarida Lima da Silva, M.; Gomes, Pedro E. B.] Univ Coimbra, JeKnowledge, Rua Largo, P-3004516 Coimbra, Portugal; [Martin-Ramos, Pablo; Pereira da Silva, Pedro S.; Ramos Silva, Manuela] Univ Coimbra, Dept Phys, CFisUC, Rua Larga, P-3004516 Coimbra, Portugal; [Domingues, Jose P. P.] Univ Coimbra, IBILI, Biomed Inst Res Light & Image, P-3000548 Coimbra, Portugal; [Mullet, Dianna R.] Univ North Texas, Doctorate Educ Psychol, Denton, TX 76203 USA; [Kettler, Todd] Univ North Texas, Educ Psychol, Denton, TX 76203 USA; [Sabatini, AnneMarie] Univ North Texas, Texas Acad Math & Sci, Denton, TX 76203 USA; [Persaud-Sharma, Dharam; Burns, Joseph] Florida Int Univ, Herbert Wertheim Coll Med, Miami, FL 33199 USA; [Ellison, Scott] Univ Northern Iowa, Dept Educ Psychol & Fdn, McCollum Sci Hall 237, Cedar Falls, IA 50614 USA; [Allen, Ben] Oak Ridge Natl Lab, Biol & Environm Res Informat Syst, POB 2008,MS6335, Oak Ridge, TN 37831 USA; [Mulligan, Joanne; Mitchelmore, Michael] Macquarie Univ, Dept Educ Studies, Sydney, NSW 2109, Australia; [Woolcott, Geoffrey] Southern Cross Univ, Sch Educ, East Lismore, NSW 2480, Australia; [Davis, Brent] Univ Calgary, Werklund Sch Educ, Calgary, AB T2N 1N4, Canada; [Bazelais, Paul; Doleck, Tenzin] McGill Univ, 3700 McTavish St, Montreal, PQ H3A 1Y2, Canada; [Barak, Moshe; Assal, Muhammad] Ben Gurion Univ Negev, Dept Sci & Technol Educ, IL-84105 Beer Sheva, Israel; [Vakil, Sepehr] Univ Texas Austin, STEM Educ, Austin, TX 78712 USA; [Tay, Juliana; Salazar, Alissa; Lee, Hyeseong] Purdue Univ, 100 N Univ St, W Lafayette, IN 47907 USA; [Ihrig, Lori M.; Assouline, Susan G.] Univ Iowa, 600 Blank Honors Ctr, Iowa City, IA 52242 USA; [Lane, Erin] Univ Iowa, Counselor Educ & Supervis, Iowa City, IA 52242 USA; [Mahatmya, Duhita] Univ Iowa, Coll Educ, Iowa City, IA 52242 USA; [Dare, Emily A.; Ellis, Joshua A.] Michigan Technol Univ, 1400 Townsend Dr, Houghton, MI 49931 USA; [Roehrig, Gillian H.] Univ Minnesota, 1954 Buford Ave, St Paul, MN 55108 USA; [Schwartz, James S. J.] Wichita State Univ, Dept Philosophy, 1845 N Fairmont, Wichita, KS 67260 USA; [Howie, Peter] Nazarbayev Univ, Grad Sch Publ Policy, Econ, Astana, Kazakhstan; [Hill-Cunningham, P. Renee; Mott, Michael S.; Hunt, Anna-Blair] Univ Mississippi, Sch Educ, University, MS 38677 USA; [Ong, Maria; Smith, Janet M.; Ko, Lily T.] TERC, 2067 Massachusetts Ave, Cambridge, MA 02140 USA; [Xu, Yonghong Jade] Univ Memphis, Counseling Educ Psychol & Res, Ball Hall 100, Memphis, TN 38152 USA; [Jagannathan, Radha; Delacalle, Maia] Rutgers State Univ, Bloustein Sch Planning 8 Publ Policy, New Brunswick, NJ 08901 USA; [Camasso, Michael J.] Rutgers State Univ, Sch Environm & Biol Sci, New Brunswick, NJ USA; [Young, Jamaal] Univ North Texas, Coll Educ, Denton, TX 76203 USA; [Capraro, Mary Margaret; Capraro, Robert] Texas A&M Univ, Coll Educ, Dept Teaching Learning & Culture, College Stn, TX 77843 USA; [Cason, Marti] Texas A&M Univ, Coll Educ, Dept Teacher Educ & Adm, College Stn, TX 77843 USA; [Brace, Jennifer L.; Beitel, Greg J.] Northwestern Univ, Dept Mol Biosci, Evanston, IL USA; [Baiduc, Rachael R.] Univ Colorado, Dept Speech Language & Hearing Sci, Boulder, CO 80309 USA; [Drane, Denise L.] Northwestern Univ, Searle Ctr Advancing Learning & Teaching, Evanston, IL USA; [Flores, Luke C.] Northwestern Univ, Weinberg Coll Arts & Sci, Evanston, IL USA; [Lo, Stanley M.] Univ Calif San Diego, Div Biol Sci, La Jolla, CA 92093 USA; [Lo, Stanley M.] Univ Calif San Diego, Program Math & Sci Educ, La Jolla, CA 92093 USA; [Anisimova, Tatyana Ivanovna] Kazan Fed Univ, Yelabuga Inst, Dept Math & Appl Informat, Yelabuga, Russia; [Shatunova, Olga Vasilyevna] Kazan Fed Univ, Yelabuga Inst, Dept Educ, Yelabuga, Russia; [Sabirova, Fairuza Musovna] Kazan Fed Univ, Yelabuga Inst, Dept Phys, Yelabuga, Russia; [Huet, Isabel] Kingston Univ, Ctr Higher Educ Res & Practice, Kingston Upon Thames, Surrey, England; [Weiner, Steven] Arizona State Univ, Sch Future Innovat Soc, 1120 South Cady Mall, Tempe, AZ 85287 USA; [Lande, Micah; Jordan, Shawn] Arizona State Univ, Ira A Fulton Sch Engn, Polytech Sch, 7171 E Sonoran Arroyo Mall, Mesa, AZ 85212 USA; [Goodnough, Karen] Mem Univ Newfoundland, Fac Educ, St John, NF A1E 3X8, Canada; [Essex, Jane] Univ Strathclyde, Sch Educ, 141 St James Rd, Glasgow G4 0LT, Lanark, Scotland; [Haxton, Katherine] Univ Keele, Dept Chem, Newcastle Under Lyme, England; [Fernandez-Limon, Claudia] Museo Acero Horno3, Monterrey, Mexico; [Manuel Fernandez-Cardenas, Juan] Tecnol Monterrey, Monterrey, Mexico; [Gomez Galindo, Alma Adrianna] Cinvestav Monterrey, Apodaca, Mexico; [Gudino Paredes, Sandra] Tecnol Monterrey, Sch Humanities & Educ, Monterrey, NL, Mexico; [Lamb, Richard; Walker, Heather; Deviller, Nicole; Hoston, Douglas] SUNY Buffalo, Dept Instruct & Learning, Buffalo, NY USA; [Annetta, Leonard] East Carolina Univ, Dept Math Sci & Instruct Technol Educ, Greenville, NC 27858 USA; [Vallett, David] Univ Nevada, Dept Teaching & Learning, Las Vegas, NV 89154 USA; [Firestone, Jonah] Washington State Univ, Dept Teaching & Learning, Pullman, WA 99164 USA; [Schmitter-Edgecombe, Maureen] Washington State Univ, Dept Clin Psychol, Pullman, WA 99164 USA; [Ridgeway, Becky; Brown, Virginia] Univ Maryland Extens, College Pk, MD 20742 USA; [Tajmel, Tanja] Univ Educ Upper Austria, Linz, Austria; [Salzmann, Ingo] Concordia Univ, Dept Phys, Dept Chem & Biochem, Montreal, PQ, Canada; [Salzmann, Ingo] Humboldt Univ, Dept Phys, Berlin, Germany; [Salzmann, Ingo] Univ Tokyo, Inst Solid State Phys, Chiba, Japan; [Goy, Siew Ching] Univ Malaysia, Fac Social Sci, Sarawak, Malaysia; [Wong, Yut Lin] Univ Malaya, Dept Social & Prevent Med, Kuala Lumpur, Malaysia; [Low, Wah Yun] Univ Malaya, Fac Med, Kuala Lumpur, Malaysia; [Noor, Siti Nurani Mohd; Azizan, SuzanaAriff; Hasbullah, Maisarah] Univ Malaya, Dept Sci & Technol, Fac Sci, Kuala Lumpur, Malaysia; [Fazli-Khalaf, Zahra] Int Med Univ, Div Psychol, Kuala Lumpur, Malaysia; [Onyeneho, Nkechi] Univ Nigeria, Dept Sociol & Anthropol, Nsukka, Nigeria; [Daniel, Esther] Univ Malaya, Dept Math & Sci Educ, Fac Educ, Kuala Lumpur, Malaysia; [GinikaUzoigwe, Anthonia] Univ Malaya, Kuala Lumpur, Malaysia; [Bela, Talovskaia M.] Natl Res Univ Higher Sch Econ, Inst Educ, Moscow, Russia; [Beason-Abmayr, Beth] Rice Univ, Dept BioSci, MS 140,POB 1892, Houston, TX 77251 USA; 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D'Orey De Andrade-Campos, Antonio Gill] Univ Aveiro, Dept Mech Engn, SEE Grp, Aveiro, Portugal; [London, Jeremi S.; Mckenna, Ann; Huang, Wen] Arizona State Univ, Polytech Sch, Sch Engn, Mesa, AZ 85212 USA; [Molnar, Andreea] Univ Portsmouth, Portsmouth, Hants, England; [Cruz, Samantha N.] Arizona State Univ, Dept Counseling Psychol, Coll Integrat Sci & Arts, Tempe, AZ 85287 USA; [London, Jeremi] Arizona State Univ, Fulton Sch Engn, 7171 E Sonoran Arroyo Mall,Peralta Hall 330H, Mesa, AZ 85212 USA; [Carvalho Da Costa, Luciano Andreatta] Univ Estadual Rio Grande do Sul, Porto Alegre Campus,Av Bento Goncalves 8855, BR-91540000 City Of Porto Alegre, State Of Rio Gr, Brazil; [Baptista Cabral, Tania Cristina; Santos, Fabricia Damando] Univ Estadual Rio Grande do Sul, Rua Santa Maria 2300, BR-92500000 City Of Guaiba, State Of Rio Gr, Brazil; [Baptista Cabral, Tania Cristina] Pontificia Univ Catolica Rio Grande do Sul, Ave Ipiranga 6681,Predio 30,Bloco C,Sala 104, City Of Porto Alegre, State Of Rio Gr, Brazil; 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Dotson, Daniel S.] Ohio State Univ Lib, Columbus, OH 43210 USA; [LaBadie, Molly Meyers] Worthington Lib, Worthington, OH USA; [Bartholomew, Scott R.] Purdue Univ, W Lafayette, IN 47907 USA; [Nadelson, Louis S.] Colorado Mesa Univ, Grand Junction, CO USA; [Reeve, Edward M.] Utah State Univ, Technol & Engn Educ, Logan, UT 84322 USA; [Goodridge, Wade H.] Utah State Univ, Engn Educ, Logan, UT 84322 USA; [Ariyo, Oluwunmi] Durham Tech Community Coll, Publ Sch Programs, Durham, NC 27703 USA; [Hagler, Ashely; Armstrong, Melissa; Woodson, Heather Miller] Gaston Coll, Dallas, NC USA; [Morze, Nataliia V.] Borys Grinchenko Kyiv Univ, Pedag Sci, Kiev, Ukraine; [Morze, Nataliia V.] Borys Grinchenko Kyiv Univ, Kiev, Ukraine; [Morze, Nataliia V.] Borys Grinchenko Kyiv Univ, Natl Acad Educ Sci Ukraine, Kiev, Ukraine; [Morze, Nataliia V.] Borys Grinchenko Kyiv Univ, Informat Technol, Kiev, Ukraine; [Gladun, Mariia A.] Borys Grinchenko Kyiv Univ, Chair Informat Technol & Math Sci, Kiev, Ukraine; [Dziuba, Serhii M.] Comp Sci Educ Complex 141 ORT, Kiev, Ukraine; 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[Plank, Kathryn M.] Otterbein Univ, Dept Educ, Westerville, OH USA; [Zaher, Ashraf A.; Damaj, Issam W.] Amer Univ Kuwait, Comp Engn, Safat, Kuwait; [Ireland, Danyelle T.] Univ Maryland Baltimore Cty, Ctr Women Technol, Baltimore, MD 21228 USA; [Freeman, Kimberley Edelin] Howard Univ, Educ Psychol, Washington, DC 20059 USA; [Freeman, Kimberley Edelin] Howard Univ, Sch Educ, Dept Human Dev & Psychoeduc Studies, Washington, DC 20059 USA; [Winston-Proctor, Cynthia E.] Howard Univ, Dept Psychol, Psychol, Washington, DC 20059 USA; [DeLaine, Kendra D.] Howard Univ, Educ Psychol Program, Washington, DC 20059 USA; [Lowe, Stacey McDonald] Howard Univ, Dept Human Dev & Psychoeduc Studies, Washington, DC 20059 USA; [Woodson, Kamilah M.] Howard Univ, Dept Human Dev & Psychoeduc Studies, Counseling Psychol, Sch Educ, Washington, DC 20059 USA; [Selwitz, Jason L.] Walla Walla Community Coll, Dept Energy Syst Technol, 500 Tausick Way, Walla Walla, WA 99362 USA; [Ahring, Birgitte] Washington State Univ Tricities, Dept Chem Engn & Biol Syst Engn, Richland, WA USA; 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R.; Tyrer, John R.] Loughborough Univ Technol, Wolfson Sch Mech Elect & Mfg Engn, Loughborough, Leics, England; [McDermott, Hilary J.] Loughborough Univ Technol, Sch Sport Exercise & Hlth Sci, Psychol, Loughborough, Leics, England; [Zanker, Nigel P.] Loughborough Univ Technol, Loughborough Design Sch, Loughborough, Leics, England; [Heuring, Jeanna] Univ Toledo, Coll Educ, CIGI, 2801 W Bancroft St, Toledo, OH 43606 USA; [O'Byrne, W. Ian; Radakovic, Nenad; Hunter-Doniger, Tracey; Fox, Madison; Kern, Reggie; Parnell, Stephanie] Coll Charleston, 66 George St, Charleston, SC 29424 USA; [Yildirim, Bekir] Mus Alparslan Univ, Dept Math & Sci Educ, Educ Fac, Mus, Turkey; [Sidekli, Sabri] Mugla Sitki Kocman Univ, Dept Primary Educ, Educ Fac, Mugla, Turkey; [Malhotra, Yogesh] Global Risk Management Network LLC, Cornell Business & Technol Pk, Ithaca, NY 14852 USA; [Steele, Astrid; Ashworth, Elizabeth L.] Nipissing Univ, North Bay, ON, Canada; [Craig, Cheryl J.] Texas A&M Univ, Dept Teaching Learning & Culture, 308 Harrington Tower, College Stn, TX 77843 USA; [Verma, Rakesh] Univ Houston, Dept Comp Sci, Houston, TX 77204 USA; [Stokes, Donna] Univ Houston, Dept Phys, Houston, TX USA; [Evans, Paige] Univ Houston, Dept Math, Houston, TX 77204 USA; [Abrol, Bobby] Univ Houston, Dept Curriculum & Instruct, Houston, TX USA; [Cukurova, Mutlu] UCL, UCL Inst Educ, UCL Knowledge Lab, London, England; [Bennett, Judith] Univ York, Dept Educ, York, N Yorkshire, England; [Abrahams, Ian] Univ Lincoln, Sch Educ, Lincoln, England; [Toma, Radu Bogdan; Greca, Ileana M.] Univ Burgos, Dept Didact Especif, Burgos, Spain; [Barelli, Eleonora; Tasquier, Giulia; Levrini, Olivia] Alma Mater Studiorum Univ Bologna, Bologna, Italy; [Branchetti, Laura] Univ Parma, Parma, Italy; [Albertazzi, Luca] Municipal Dozza, Bologna, Italy; [Jeannis, Hervens; Joseph, James; Goldberg, Mary; Seelman, Katherine; Schmeler, Mark; Cooper, Rory A.] Univ Pittsburgh, Dept Rehabil Sci & Technol, Pittsburgh, PA 15213 USA; [Jeannis, Hervens; Joseph, James; Goldberg, Mary; Cooper, Rory A.] Dept Vet Affairs, Human Engn Res Labs, Pittsburgh, PA USA; [Adkins, Sarah J.; Rock, Rachel K.; Morris, J. Jeffrey] Univ Alabama Birmingham, Dept Biol, 1300 Univ Blvd,CH464D, Birmingham, AL 35294 USA; [Crawford, Melissa B.; Warner, Isiah M.] Louisiana State Univ, Off Strateg Initiat, Baton Rouge, LA 70803 USA; [Wilson-Kennedy, Zakiya S.; Thomas, Gloria A.; Gilman, Samuel D.; Warner, Isiah M.] Louisiana State Univ, Dept Chem, Baton Rouge, LA 70803 USA; [Wilson-Kennedy, Zakiya S.] Louisiana State Univ, Coll Sci, Baton Rouge, LA 70803 USA; [Thomas, Gloria A.] Louisiana State Univ, Ctr Acad Success, Baton Rouge, LA 70803 USA; [Burgos, Daniel; Corbi, Alberto] Univ Int La Rioja UNIR, UNIR Res, Madrid, Spain; [Akcaoglu, Mete] Georgia Southern Univ, Dept Leadership Technol & Human Dev, 275 COE Dr,Room 3113, Statesboro, GA 30461 USA; [Rosenberg, Joshua M.] Michigan State Univ, Dept Counseling Educ Psychol & Special Educ, E Lansing, MI 48824 USA; [Schwarz, Christina V.] Michigan State Univ, Dept Teacher Educ, E Lansing, MI 48824 USA; [Ranellucci, John] Hunter Coll, Dept Educ Fdn & Counseling, New York, NY USA; [Fendos, Justin] Fudan Univ, Tan Sch, Shanghai, Peoples R China; [Sadler, Kirsten; Eilam, Efrat; Barry, Fiachra] Victoria Univ, Coll Educ, POB 14428, Melbourne, Vic 8001, Australia; [Bigger, Stephen W.] Victoria Univ, Coll Engn & Sci, Melbourne, Vic, Australia; [Tsai, Huei-Yin] Natl Kaohsiung Normal Univ, Kaohsiung, Taiwan; [Chung, Chih-Chao] Kaomei Jr Coll Hlth Care & Management, Kaohsiung, Taiwan; [Lou, Shi-Jer] Natl Pingtung Univ Sci & Technol, Pingtung, Taiwan; [diSessa, Andrea A.] Univ Calif Berkeley, Berkeley, CA 94720 USA; [Makino, Masato; Takamatsu, Kyuichiro; Shiratori, Atsuki; Saito, Azusa; Sakai, Kazuyuki; Furukawa, Hidemitsu] Yamagata Univ, Dept Mech Syst Engn, 4-3-16 Jonan, Yonezawa, Yamagata 9928510, Japan; [Makino, Masato; Takamatsu, Kyuichiro; Saito, Azusa; Sakai, Kazuyuki; Furukawa, Hidemitsu] Yamagata Univ, Life Printing Innovat Ctr LPIC 3D, 4-3-16 Jonan, Yonezawa, Yamagata 9928510, Japan; [Suzuki, Kodai] Yamagata Prefectural Yonezawa Kojokan High Sch, 1101 Sasano, Yonezawa, Yamagata 9921443, Japan; [Castro-Felix, Elvia] Monterrey Inst Technol & Higher Educ, Dept Engn & Sci, San Luis Potosi, Mexico; [Daniels, Harry] Univ Oxford, Dept Educ, Oxford, England; [Aslam, Farzana; Bagiya, Yamuna] Coventry Univ, Sch Comp Elect & Math, Coventry, W Midlands, England; [Adefila, Arinola] Coventry Univ, Ctr Global Learning Educ & Attainment, Coventry, W Midlands, England; [Bagiya, Yamuna] De Montfort Univ, Maths Learning Ctr, Leicester, Leics, England; [Watermeyer, Richard; Montgomery, Catherine] Univ Bath, Dept Educ, Bath, Avon, England; [Salinas Martinez, N. Patricia; Quintero Rodriguez, Eliud] Tecnol Monterrey, Dept Math, Monterrey, Mexico; 0; [Montgomery, Catherine] Univ Bath, Dept Educ, Bath, Avon, England; [Manuel Fernandez-Cardenas, Juan] Tecnol Monterrey, Monterrey, Mexico; [Mestre, Jose P.; Herman, Geoffrey L.] Univ Illinois, Champaign, IL 61820 USA; [Cheville, Alan] Bucknell Univ, Lewisburg, PA 17837 USA; [Simoniello, Christina] Texas A&M Univ, College Stn, TX 77843 USA; [Simoniello, Christina; Watson, Stephanie] Gulf Mexico Coastal Ocean Observing Syst, College Stn, TX 77843 USA; [Grout, Ian] Univ Limerick, Dept Elect & Comp Engn, Limerick V94 T9PX, Ireland; [LaForce, Melanie; Noble, Elizabeth] Univ Chicago, UChicago STEM Educ, Outlier Res & Evaluat, 1427 E 60th St, Chicago, IL 60637 USA; [Blackwell, Courtney] Northwestern Univ, Feinberg Sch Med, 633 N St Clair, Evanston, IL 60611 USA; [Hoeg, Darren] Univ Alberta, Fac Educ, Edmonton, AB, Canada; [Bencze, Larry] Univ Toronto, Ontario Inst Studies Educ, Sci Educ, Toronto, ON, Canada; [Junaidi, Muhammad Imran Mohd; Zain, Shahrom Md; Hamid, Roszilah; Basri, Noor Ezlin Ahmad; Suja, Fatihah; Osman, Siti Aminah] Univ Kebangsaan Malaysia, Dept Civil & Struct Engn, Fac Engn & Built Environm, Bangi 43600, Selangor, Malaysia; [Junaidi, Muhammad Imran Mohd; Zain, Shahrom Md; Hamid, Roszilah; Basri, Noor Ezlin Ahmad; Suja, Fatihah; Osman, Siti Aminah; Yasin, Ruhizan Mohammad] Univ Kebangsaan Malaysia, Engn Educ Res Ctr, Fac Engn & Built Environm, Bangi 43600, Selangor, Malaysia; [Yasin, Ruhizan Mohammad] Univ Kebangsaan Malaysia, Dept Learning & Teaching Innovat, Fac Educ, Bangi 43600, Selangor, Malaysia; [Yamagata, Hirokazu; Morita, Toshio] Keio Univ, Kohoku Ku, 3-14-1 Hiyoshi, Yohokama 2238522, Japan; [Muramatsu, Satoshi] Tokai Univ, 4-1-1 Kitakaname, Hiratsuka, Kanagawa 2591292, Japan; [Chugo, Daisuke] Kwansei Gakuin Univ, 2-1 Gakuen, Sanda, Hyogo 6691337, Japan; [Yokota, Sho] Toyo Univ, Dept Mech Engn, Fac Sci & Engn, 2100 Kujirai, Kawagoe, Saitama 3508585, Japan; [Hashimoto, Hiroshi] Adv Inst Ind Technol, Master Program Innovat Design & Engn, Shinagwa Ku, 1-10-40 Higashiooi, Tokyo 1400011, Japan; [Kozan, Saliha; Connors-Kellgren, Alice] Boston Coll, Counseling Psychol, Chestnut Hill, MA 02167 USA; [Blustein, David L.] Boston Coll, Counseling Dev & Educ Psychol Program, Chestnut Hill, MA 02167 USA; [Barnett, Michael] Boston Coll, Dept Sci Educ & Technol, Chestnut Hill, MA 02167 USA; [Barnett, Michael] Boston Coll, Innovat Urban Sci Educ Lab, Chestnut Hill, MA 02167 USA; [Wong, Catherine] Boston Coll, Lynch Sch Educ, Urban Outreach Initiat, Chestnut Hill, MA 02167 USA; [Haley, James; Olle, Chad; Floyd, Ava; Wan, Deborah] Boston Coll, Chestnut Hill, MA 02167 USA; [Patchen, Amie] Boston Coll, Curriculum & Instruct Program, Chestnut Hill, MA 02167 USA; [Diemer, Matthew A.] Univ Michigan, Educ Studies program, Ann Arbor, MI 48109 USA; [Diemer, Matthew A.] Univ Michigan, Combined Program Educ & Psychol, Ann Arbor, MI 48109 USA; [Tan, R. P. Benjamin] Boston Coll, Counseling Psychol & Pastoral Minist, Chestnut Hill, MA 02167 USA; [Talanquer, Vicente; Pollard, John] Univ Arizona, Dept Chem & Biochem, Tucson, AZ 85721 USA; [Hand, Sarah] Univ N Carolina, Chapel Hill, NC USA; [Rice, Lindsay; Greenlee, Eric] Texas Tech Univ, Dept Psychol Sci, 1800 18th St, Lubbock, TX 79409 USA; [Dennin, Michael] Univ Calif Irvine, Dept Phys & Astron, Irvine, CA 92697 USA; [Moldwin, Mark B.] Univ Calif Irvine, Dept Dev & Cell Biol, Irvine, CA 92697 USA; [Schultz, Zachary D.] Univ Notre Dame, Dept Chem & Biochem, Notre Dame, IN 46556 USA; [Feig, Andrew] Wayne State Univ, Grad Sch, Dept Chem, Detroit, MI 48202 USA; [Finkelstein, Noah] Univ Colorado, Dept Phys, Boulder, CO 80309 USA; [Finkelstein, Noah] Univ Colorado, Ctr STEM Learning, Boulder, CO 80309 USA; [Greenhoot, Andrea Follmer] Univ Kansas, Dept Psychol, Lawrence, KS 66045 USA; [Greenhoot, Andrea Follmer] Univ Kansas, Ctr Teaching Excellence, Lawrence, KS 66045 USA; [Hildreth, Michael] Univ Notre Dame, Coll Sci, Res & Grad Studies, Notre Dame, IN 46556 USA; [Hildreth, Michael] Univ Notre Dame, Dept Phys, Notre Dame, IN 46556 USA; [Leibovich, Adam K.] Univ Pittsburgh, Dept Phys & Astron, Pittsburgh, PA 15260 USA; [Martin, James D.] North Carolina State Univ, Dept Chem, Box 8204, Raleigh, NC 27695 USA; [O'Dowd, Diane K.] Univ Michigan, Dept Climate & Space Sci & Engn, Ann Arbor, MI 48109 USA; [Posey, Lynmarie A.] Michigan State Univ, Dept Chem, E Lansing, MI 48824 USA; [Smith, Tobin L.; Miller, Emily R.] Assoc Amer Univ, Washington, DC 20005 USA; [Bazelais, Paul; Doleck, Tenzin; Lemay, David John] McGill Univ, 3700 McTavish St, Montreal, PQ H3A 1Y2, Canada; [Kadota, Kazuo] Miyagi Univ Educ, Aoba Ku, 149 Aramakiaoba, Sendai, Miyagi 9800845, Japan; [Belland, Brian R.; Walker, Andrew E.; Kim, Nam Ju] Utah State Univ, Dept Instruct Technol & Learning Sci, 2830 Old Main Hill, Logan, UT 84322 USA; [Sit, Stefany M.] Univ Illinois, Chicago, IL 60607 USA; [Brudzinski, Michael R.] Miami Univ Ohio, Oxford, OH USA; [Miller, Beverly A. King] Univ Johannesburg, POB 524, Auckland Pk, Gauteng, South Africa; [Wolfmeyer, Mark] Kutztown Univ Penn, Kutztown, PA 19530 USA; [Lupinacci, John] Washington State Univ, Coll Educ, Pullman, WA 99164 USA; [Chesky, Nataly] SUNY Coll New Paltz, Teaching & Learning Dept, New Paltz, NY USA; [McGee, Ebony] Vanderbilt Univ, Peabody Coll, Divers & STEM Educ, Nashville, TN 37203 USA; [Bentley, Lydia] Vanderbilt Univ, Peabody Coll, Learning Dev & Divers, Nashville, TN 37203 USA; [Martin-Ramos, Pablo] Univ Zaragoza, EPSH, Carretera Cuarte S-N, Huesca 22071, Spain; [Lopes, Maria Joao; Margarida Lima da Silva, M.; Gomes, Pedro E. B.] Univ Coimbra, JeKnowledge, Rua Larga, P-3004516 Coimbra, Portugal; [Martin-Ramos, Pablo; Pereira da Silva, Pedro S.; Silva, Manuela Ramos] Univ Coimbra, Dept Phys, CFisUC, Rua Larga, P-3004516 Coimbra, Portugal; [Domingues, Jose P. P.] Univ Coimbra, IBILI, Biomed Inst Res Light & Image, P-3000548 Coimbra, Portugal; [Wolfmeyer, Mark] Kutztown Univ Penn, Kutztown, PA 19530 USA; [Lupinacci, John] Washington State Univ, Pullman, WA 99164 USA; [Cole, Peter; O'Riley, Pat] Univ British Columbia, Vancouver, BC, Canada; [Enlow, Jessica L.] Cox Mill High Sch, Sci Dept, Concord, NC 28027 USA; [Marin, Dawn M.; Walter, Michael G.] Univ North Carolina Charlotte, Dept Chem, Charlotte, NC 28223 USA; [Ziaeefard, Saeedeh; Rastgaar, Mo; Mahmoudian, Nina] Michigan Technol Univ, Dept Mech Engn Engn Mech, Michigan Tech, Houghton, MI 49931 USA; [Miller, Michele H.] Campbell Univ, Engn, Buies Creek, NC 27506 USA; [Mahmoudian, Nina] Michigan Technol Univ, Mech Engn & Engn Mech Dept, Houghton, MI 49931 USA; [Gilligan, Katie A.; Flouri, Eirini; Farran, Emily K.] UCL, Inst Educ, Dept Psychol & Human Dev, 25 Woburn Sq, London WC1H 0AA, England; [Zellmer, Amanda J.] Occidental Coll, Dept Biol, Los Angeles, CA 90041 USA; [Sherman, Aleksandra] Occidental Coll, Dept Cognit Sci, Los Angeles, CA 90041 USA; [Aslan-Tutak, Fatma; Akaygun, Sevil; Tezsezen, Secil] Bogazici Univ, Egitim Fak, Matemat & Fen Bilimleri Egitimi Bolumu, Istanbul, Turkey; [Balakrishnan, Balamuralithara; Azman, Mohamed Nor Azhari] Sultan Idris Educ Univ, Tanjung Malim 35900, Perak, Malaysia; [Lantz, Catherine] Univ Illinois, Chicago, IL 60607 USA; [Lantz, Catherine] Morton Coll, Cicero, IL USA; [Sublett, Cameron; Gottfried, Michael A.] Univ Calif Santa Barbara, Gevirtz Grad Sch Educ, Santa Barbara, CA 93106 USA; [Asik, Gursu; Kucuk, Zerrin Doganca; Helvaci, Basak; Corlu, M. Sencer] Bahcesehir Univ, BAUSTEM, Istanbul, Turkey; [Zhou, Yisu; Fan, Xitao] Univ Macau, Fac Educ E33, Room 3022,Av Univ, Taipa, Macau, Peoples R China; [Wei, Xiaoxin] Amer Inst Res, Washington, DC USA; [Tai, Robert H.] Univ Virginia, Charlottesville, VA USA; [Hoskins, Sally G.; Gottesman, Alan J.] CUNY City Coll, Dept Biol, 138Th St & Convent Ave, New York, NY 10031 USA; [Kenyon, Kristy L.] Hobart & William Smith Coll, Dept Biol, 300 Pulteney St, Geneva, NY 14456 USA; [Gagnier, Kristin M.] Johns Hopkins Univ, Inst Learning Sci, 3400 N Charles St, Baltimore, MD 21218 USA; [Atit, Kinnari] Northwestern Univ, Dept Psychol, Evanston, IL 60208 USA; [Ormand, Carol J.] Carleton Coll, Sci Educ Resource Ctr, Northfield, MN 55057 USA; [Ormand, Carol J.] Univ Wisconsin, Dept Geosci, Madison, WI 53706 USA; [Shipley, Thomas F.] Temple Univ, Spatial Intelligence & Learning Ctr, Dept Psychol, Philadelphia, PA 19122 USA; [Nelson, Brian C.; Bowman, Cassie; Bowman, Judd] Arizona State Univ, Tempe, AZ 85281 USA; [Boyce, Ayesha S.] Univ North Carolina Greensboro, Greensboro, NC 27412 USA; [Gasman, Marybeth] Univ Penn, Educ, Philadelphia, PA 19104 USA; [Thai-Huy Nguyen] Seattle Univ, Student Dev Adm, Seattle, WA 98122 USA; [Samayoa, Andres Castro] Boston Coll, Lynch Sch Educ, Higher Educ, Chestnut Hill, MA 02167 USA; [Corral, Daniel] Univ Wisconsin, Educ Leadership & Policy Anal, Madison, WI 53706 USA; [Outlay, Christina N.; Platt, Alana J.] Univ Wisconsin, Dept Informat Technol & Supply Chain Management, Whitewater, WI 53590 USA; [Conroy, Kacie] Girls Educ Themselves Informat Technol, Madison, WI USA; [Hudley, Anne H. Charity] Coll William & Mary, English Educ Linguist & Africana Studies, Williamsburg, VA 23185 USA; [Mallinson, Christine] UMBC, Language Literacy & Culture Program, Baltimore, MD 21250 USA; [Pellas, Nikolaos] Univ Aegean, Dept Prod & Syst Design Engn, Konstantinoupoleos 1, GR-84100 Syros, Cyclades, Greece; [Kazanidis, Ioannis] Eastern Macedonia & Thrace Inst Technol, Adv Educ Technol & Mobile Applicat Lab, GR-65404 Ag Loukas, Kavala, Greece; [Konstantinou, Nikolaos] Panteion Univ, Dept Psychol, Athens, Greece; [Georgiou, Georgia] Minist Educ Res & Religious Affairs, Reg Directorate Primary Educ Thesprotia, Athens, Greece; [Havran, J. Christopher] Campbell Univ, Dept Biol Sci, Buies Creek, NC 27506 USA; [Stowe, Kirk A.] 2210 Meadows Circle, Wixom, MI 48393 USA; [Blanchard, Tom A.] Univ Tennessee, Dept Biol Sci, Martin, TN 38238 USA; [Kandl, Karen L.] Highlands Biol Stn, Highlands, NC 28741 USA; [Kimball, Matthew E.] Univ South Carolina, Baruch Marine Field Lab, Georgetown, SC 29442 USA; [Richter, Stephen C.] Eastern Kentucky Univ, Dept Biol Sci, Richmond, KY 40475 USA; [Richter, Stephen C.] Eastern Kentucky Univ, Div Nat Areas, Richmond, KY 40475 USA; [Swain, Hilary M.; Lohrer, Fred E.; Angell, Dustin D.] Archbold Biol Stn, Venus, FL 33960 USA; [Terhune, Theron M., II] Tall Timbers Res Stn & Land Conservancy, Tallahassee, FL 23212 USA; [Robert, Jenay] Univ S Florida, Dept Chem, Tampa, FL 33620 USA; [Carlsen, William S.] Penn State Univ, Dept Curriculum & Instruct, University Pk, PA 16802 USA; [Lynch, Sharon] George Washington Univ, Washington, DC 20052 USA; [Anderson, Katherine L.; Druckenmiller, Patrick S.] Univ Alaska Museum, 907 Yukon Dr, Fairbanks, AK 99775 USA; [Anderson, Katherine L.; Druckenmiller, Patrick S.] Univ Alaska Fairbanks, Dept Geosci, 907 Yukon Dr, Fairbanks, AK 99775 USA; [Kaden, Ute] Univ Alaska Fairbanks, Sch Educ, Secondary Educ, Box 756480, Fairbanks, AK 99775 USA; [Fowell, Sarah] Univ Alaska Fairbanks, Dept Geosci, 900 Yukon Dr, Fairbanks, AK 99775 USA; [Spangler, Mark A.; Huettmann, Falk] Univ Alaska Fairbanks, EWHALE Lab, Inst Arctic Biol, Dept Biol & Wildlife, Fairbanks, AK 99775 USA; [Ickert-Bond, Stefanie M.] Univ Alaska Museum, Herbarium ALA, 907 Yukon Dr, Fairbanks, AK 99775 USA; [Ickert-Bond, Stefanie M.] Univ Alaska Museum, Dept Biol & Wildlife, 907 Yukon Dr, Fairbanks, AK 99775 USA; [Stipanovic, Natalie] Univ Northern Colorado, Dept Appl Psychol & Counselor Educ, Campus Box 131,McKee 248, Greeley, CO 80639 USA; [Woo, Hongryun] Univ Louisville, Dept Counseling & Human Dev, Louisville, KY 40292 USA; [Aragon, Oriana R.; Dovidio, John F.] Yale Univ, Dept Psychol, New Haven, CT 06520 USA; [Aragon, Oriana R.; Graham, Mark J.] Yale Univ, Ctr Teaching & Learning, New Haven, CT 06520 USA; [Park, Mi-Hwa; Patterson, Lynn G.] Murray State Univ, Murray, KY 42071 USA; [Dimitrov, Dimiter M.] George Mason Univ, Fairfax, VA 22030 USA; [Park, Do-Yong] Illinois State Univ, Normal, IL 61761 USA; [Leshner, Alan] Amer Assoc Advancement Sci, Washington Dc, DC USA; [Yuen, Pong; Lau, Cheng Man Diana] Macau Chem Soc, League City, TX USA; [Yen, Erin] Texas Technol Univ, Lubbock, TX USA; [Asghar, Anila] McGill Univ, Fac Educ, Dept Integrated Studies Educ, 3700 McTavish St, Montreal, PQ H3A 1Y2, Canada; [Sladeczek, Ingrid E.; Beaudoin, Emily] McGill Univ, Fac Educ, Dept Educ & Counselling Psychol, Montreal, PQ, Canada; [Mercier, Julien] Univ Quebec, Dept Special Educ & Training, Montreal, PQ, Canada; [Hubbs, Natalia B.] Hanover Coll, Dept Biol, Hanover, IN 47243 USA; [Parent, Kristin N.] Michigan State Univ, Dept Biochem & Mol Biol, E Lansing, MI 48824 USA; [Stoltzfus, Jon R.] Michigan State Univ, Dept Biochem & Mol Biol, BioSci, E Lansing, MI 48824 USA; [Choi, Grace Y.; Behm-Morawitz, Elizabeth] Univ Missouri, Dept Commun, Columbia, MO 65211 USA; [Seel, Norbert M.] Univ Freiburg, Freiburg, Germany; [Jensen, Jamie L.; Hatch, Jordan B.; Piorczynski, Ted] Brigham Young Univ, Dept Biol, 4102 LSB, Provo, UT 84602 USA; [Neeley, Shannon] Brigham Young Univ, Dept Stat, Provo, UT 84602 USA; [Stanford, Courtney; Cole, Renee] Univ Iowa, Dept Chem, W331 Chem Bldg, Iowa City, IA 52242 USA; [Froyd, Jeff] Texas A&M, Coll Engn, College Stn, TX 77843 USA; [Henderson, Charles; Khatri, Raina] Western Michigan Univ, Dept Phys, 1903 W Michigan Ave, Kalamazoo, MI 49008 USA; [Henderson, Charles; Khatri, Raina] Western Michigan Univ, Mallinson Inst Sci Educ, 1903 W Michigan Ave, Kalamazoo, MI 49008 USA; [Friedrichsen, Debra] MJ Innovat LLC, POB 2477, Corvallis, OR 97339 USA; [Budinski, Natalija] Primary & Secondary Sch Petro Kuzmjak, Rusinska 63, Ruski Krstur 25233, Serbia; [Bicer, Ali; Capraro, Robert M.; Capraro, Mary M.] Texas A&M Univ, College Stn, TX 77843 USA; [Dolan, Erin L.] Univ Georgia, Athens, GA 30602 USA; [Castellanos, Jorge; Urquiza-Fuentes, Jaime] Rey Juan Carlos Univ, LITE Grp, Mostoles 28933, Spain; [Haya, Pablo A.] Univ Autonoma Madrid, Knowledge Engn Inst, Madrid 28049, Spain; [Henderson, Charles] Western Michigan Univ, Dept Phys, 1903 W Michigan Ave, Kalamazoo, MI 49008 USA; [Henderson, Charles] Western Michigan Univ, Mallinson Inst Sci Educ, 1903 W Michigan Ave, Kalamazoo, MI 49008 USA; [Connolly, Mark] Univ Wisconsin, Wisconsin Ctr Educ Res, 1025 W Johnson St,570A Educ Sci Bldg, Madison, WI 53706 USA; [Dolan, Erin L.] Univ Georgia, Biochem & Mol Biol, B210B Davison Life Sci, Athens, GA 30602 USA; [Dolan, Erin L.] Univ Georgia, Innovat Sci Educ, B210B Davison Life Sci, Athens, GA 30602 USA; [Finkelstein, Noah] Univ Colorado, Phys, UCB 390, Boulder, CO 80309 USA; [Franklin, Scott] Rochester Inst Technol, Phys, 1 Lomb Mem Dr, Rochester, NY 14623 USA; [Malcom, Shirley] Amer Assoc Advancement Sci, Educ Program, 1200 New York Ave NW, Washington, DC 20005 USA; [Malcom, Shirley] Amer Assoc Advancement Sci, Human Resources Program, 1200 New York Ave NW, Washington, DC 20005 USA; [Rasmussen, Chris] San Diego State Univ, Dept Math & Stat, Math Educ, 5500 Campanile Dr, San Diego, CA 92182 USA; [Redd, Kacy] Assoc Publ & Land Grant Univ, Sci & Math Educ Policy, 1307 New York Ave NW, Washington, DC 20005 USA; [St John, Kristen] James Madison Univ, Geol, 395 S High St, Harrisonburg, VA 22807 USA; [Dennehy, Tara C.; Dasgupta, Nilanjana] Univ Massachusetts, Dept Psychol & Brain Sci, Amherst, MA 01003 USA; [Banerjee, Pallavi Amitava] Univ Exeter, Grad Sch Educ, St Lukes Campus,Heavitree Rd, Exeter EX1 2LU, Devon, England; [Audette, Michel A.] Old Dominion Univ, Dept Modeling Simulat & Visualizat Engn, Norfolk, VA 23529 USA; [Jovanovic, Vukica M.] Old Dominion Univ, Norfolk, VA USA; [Bilgen, Onur] Old Dominion Univ, Mech & Aerosp Engn Dept, Norfolk, VA USA; [Arcaute, Karina] Old Dominion Univ, Coll Educ, STEM Educ & Profess Studies Dept, Norfolk, VA USA; [Dean, Anthony W.] Old Dominion Univ, Batten Coll Engn & Technol, Off Dean, Norfolk, VA USA; [EL-Deghaidy, Heba] Amer Univ Cairo, Cairo, Cairo Governora, Egypt; [Mansour, Nasser] Univ Exeter, Exeter, Devon, England; [Mansour, Nasser] Tanta Univ, Tanta, Egypt; [Alzaghibi, Mohammad] Minist Educ, Riyadh, Saudi Arabia; [Alhammad, Khalid] Shaqra Univ, Shagra, Saudi Arabia; [EL-Deghaidy, Heba; Mansour, Nasser; Alzaghibi, Mohammad; Alhammad, Khalid] King Saud Univ, Excellence Res Ctr Sci & Math Educ, Riyadh, Saudi Arabia; [Gasman, Marybeth; Commodore, Felecia] Univ Penn, Penn Ctr Minor Serving Inst, Grad Sch Educ, 3819 Chestnut St,Suite 140, Philadelphia, PA 19104 USA; [Thai-Huy Nguyen] Seattle Univ, Dept Student Dev Adm, Seattle, WA 98122 USA; [Conrad, Clifton F.; Lundberg, Todd] Univ Wisconsin, Dept Educ Leadership & Policy Studies, Madison, WI 53706 USA; [Wagner, Travis P.; Martinez, Daniel M.] Univ Southern Maine, Dept Environm Sci & Policy, 106 Bailey Hall, Gorham, ME 04038 USA; [McCormick, Kelly] Univ Southern Maine, Dept Math & Stat, 115 Bailey Hall, Gorham, ME 04038 USA; [Kopcha, T. J.; McGregor, J.; Shin, S.; Qian, Y.; Choi, J.; Hill, R.; Mativo, J.; Choi, I] Univ Georgia, Dept Career & Informat Studies, 850 Coll Stn Rd, Athens, GA 30605 USA; [Banerjee, Pallavi Amitava] Univ Exeter, Grad Sch Educ, Exeter, Devon, England; [Ertl, Bernhard] Univ Bundeswehr Munchen, Dept Educ, Neubiberg, Germany; [Luttenberger, Silke] Univ Teachers Educ Styria, Fed Ctr Professionalizat Educ Res, Graz, Austria; [Paechter, Manuela] Karl Franzens Univ Graz, Educ Psychol Unit, Dept Psychol, Graz, Austria; [Shahali, Edy Hafizan Mohd; Halim, Lilia; Rasul, Mohamad Sattar; Osman, Kamisah; Zulkifeli, Mohd Afendi] Natl Univ Malaysia, Bangi, Malaysia; [van der Wal, Nathalie J.; Bakker, Arthur; Drijvers, Paul] Univ Utrecht, Freudenthal Inst, POB 85170, NL-3508 AD Utrecht, Netherlands; [Larson, Richard C.; Murray, M. Elizabeth] MIT, Inst Data Syst & Soc, 77 Massachusetts Ave, Cambridge, MA 02139 USA; [Abdullah, Zaleha; Shukor, Nurbiha A.] Univ Teknol Malaysia, Dept Educ Sci Math & Creat Multimedia, Johor Baharu, Malaysia; [Malik, Naveed A.] Virtual Univ Pakistan, Lahore, Pakistan; [English, Lyn D.] Queensland Univ Technol, Fac Educ, Victoria Pk Rd, Brisbane, Qld 4069, Australia; [Geist, Michael; Steinbach, Thomas] Wheeling High Sch, Wheeling, IL 60090 USA; [Hu, David L.] Georgia Inst Technol, Woodruff Sch Mech Engn & Sch Biol, Atlanta, GA 30332 USA; [Lefton, Lew] Georgia Inst Technol, Sch Math, Atlanta, GA 30332 USA; [Ludovice, Peter J.] Georgia Inst Technol, Sch Chem & Biomol Engn, Atlanta, GA 30332 USA; [Perez-Felkneri, Lara; Nix, Samantha] Florida State Univ, Ctr Postsecondary Success, Dept Educ Leadership & Policy Studies, Tallahassee, FL 32306 USA; [Thomas, Kirby] Florida State Univ, Dept Sociol, Tallahassee, FL 32306 USA; [Bell, James] Assoc Sci Technol Ctr, CAISE, Washington, DC USA; [Boleware, Mary] Jones Cty Jr Coll, Sci, Ellisville, MS USA; [Sharma, Amit; Wiggins, Jeffrey] Univ Southern Mississippi, Sch Polymers & High Performance Mat, Hattiesburg, MS USA; [Fakayode, S.; Tinsley, Jewel; Abiera, Via Snow; Mehta, Dhaval; Smith, Joshua; Whitehead, Nickolas; Elzey, Brianda; Appah, Eric] North Carolina A&T State Univ, Chem, Greensboro, NC USA; [Karukstis, Kerry] Harvey Mudd Coll, Claremont, CA 91711 USA; [Malachowski, Mitchell] Univ San Diego, San Diego, CA 92110 USA; [Osborn, Jeffrey] Coll New Jersey, Ewing, NJ USA; [Ambos, Elizabeth] Council Undergrad Res, Washington, DE USA; [Samudio, Benjamin; Lakkis, Hani; Nicholas, Amanda; Billings, Casey; Abbott, Forrest; Idrovo, Jose; Schaffer, Julie; Mergens, Lydia; Lozancich, Matthew; Kim, Paul; Yamanishi, Taylor; Kirkevold, Tyler; Lakkis, Yvette] Amer River Coll, Chem, Sacramento, CA USA; [Kumar, Vikas] Sharda Univ, Sch Business Studies, Greater Noida, India; [Sharma, Deepika] Jagannath Univ, PhD Program, Jaipur, Rajasthan, India; [Tekerek, Mehmet] Kahramanmaras Sutcuimam Univ, Comp Educ & Instruct Technol Dept, Kahramanmaras, Turkey; [Tekerek, Betul] Kahramanmaras Sutcuimam Univ, Math & Sci Educ Dept, Kahramanmaras, Turkey; [Han, Sunyoung] Sungkyunkwan Univ, 25-2 Sungkyunkwan Ro, Seoul, South Korea; [Karam, Rita; Pane, John F.; Griffin, Beth Ann; Robyn, Abby; Phillips, Andrea; Daugherty, Lindsay] RAND Corp, 1776 Main St, Santa Monica, CA 90407 USA; [Benjamin, Thomas E.; Marks, Bryant; Pollard, Ethen; Thomas, Alicia; Muldrow, Lycurgus L.] Morehouse Coll Atlanta, Atlanta, GA 30314 USA; [Demetrikopoulos, Melissa K.] Inst Biomed Philosophy, Dunedin, FL USA; [Rose, Jordan] Emory Univ, Atlanta, GA 30322 USA; [Cramer, Jason M.] North Carolina State Univ, Grad Sch, Raleigh, NC 27695 USA; [Hamilton, Paul T.] North Carolina State Univ, Dept Plant & Microbial Biol, Raleigh, NC 27695 USA; [Belland, Brian R.; Walker, Andrew E.; Kim, Nam Ju; Lefler, Mason] Utah State Univ, Dept Instruct Technol & Learning Sci, 2830 Old Main Hill, Logan, UT 84322 USA; [Zhurakovsky, Vasily M.; Baryshnikova, Marina Yu.; Vorov, Andrey B.] Natl Training Fdn, Moscow, Russia; [Yee, Sean P.] Univ South Carolina, Columbia, SC 29208 USA; [Radloff, Jeffrey; Guzey, Selcen] Purdue Univ, W Lafayette, IN 47907 USA; [Blackley, Susan; Sheffield, Rachel; Maynard, Nicoleta; Koul, Rekha; Walker, Rebecca] Curtin Univ, Perth, WA, Australia; [Frederich, M.; Flefel, I; Roese, U.; Bymers, L.; Zeeman, S.] Univ New England, Biddeford, ME USA; [Thomas, Veronica G.] Howard Univ, Sch Educ, Dept Human Dev & Psychoeducat Studies, 2441 4th St NW, Washington, DC 20059 USA; [Parsons, Beverly A.] InSites, Ft Collins, CO USA; [Hains-Wesson, Rachael] Swinburne Univ Technol, Student Adv, Hawthorn, Vic 3122, Australia; [Young, Karen] Deakin Univ, Fac Sci Engn & Built Environm, Geelong, Vic 3217, Australia; [Peng, Chao; Cao, Lizhou; Timalsena, Sabin] Univ Alabama, Dept Comp Sci, Olin King Technol N358,301 Sparkman Dr NW, Huntsville, AL 35899 USA; [Guloy, Sheryl; Salimi, Farimah] Simon Fraser Univ, Fac Educ, 8888 Univ Dr, Burnaby, BC V5A 1S6, Canada; [Cukierman, Diana] Simon Fraser Univ, Sch Comp Sci, 8888 Univ Dr, Burnaby, BC V5A 1S6, Canada; [Thompson, Donna McGee] Simon Fraser Univ, Student Learning Commons, 8888 Univ Dr, Burnaby, BC V5A 1S6, Canada; [Barnes, M. Elizabeth; Truong, Jasmine M.; Brownell, Sara E.] Arizona State Univ, Biol Educ Res Lab, Sch Life Sci, Tempe, AZ 85287 USA; [Resnick, Ilyse] Univ Delaware, Sch Educ, 211C Willard Hall, Newark, DE 19716 USA; [Davatzes, Alexandra] Temple Univ, Dept Earth & Environm Sci, Philadelphia, PA 19122 USA; [Newcombe, Nora S.; Shipley, Thomas F.] Temple Univ, Dept Psychol, Philadelphia, PA 19122 USA; [Gamse, Beth C.; Martinez, Alina; Bozzi, Laurie] Abt Associates Inc, 55 Wheeler St, Cambridge, MA 02138 USA; [Al Salami, Mubarak K.; Makela, Carole J.; de Miranda, Michael A.] Colorado State Univ, Sch Educ, Ft Collins, CO 80523 USA; [de Miranda, Michael A.] Colorado State Univ, Dept Elect & Comp Engn, Ft Collins, CO 80523 USA; [McGarr, Oliver; Lynch, Raymond] Univ Limerick, Dept Educ & Profess Studies, Limerick, Ireland; [Thurston, Linda P.] Kansas State Univ, Coll Educ, Special Educ, Manhattan, KS 66506 USA; [Thurston, Linda P.] Kansas State Univ, Coll Educ, Res & Grad Studies, Manhattan, KS 66506 USA; [Shuman, Cindy] Kansas State Univ, Adult & Continuing Educ, Manhattan, KS 66506 USA; [Middendorf, B. Jan; Johnson, Cassandra] Kansas State Univ, Manhattan, KS 66506 USA; [Gerber, Lukas C.; Riedel-Kruse, Ingmar H.] Stanford Univ, Dept Bioengn, Stanford, CA 94305 USA; [Calasanz-Kaiser, Agnes] Isaac Newton Graham Middle Sch, Mountain View, CA USA; [Hyman, Luke] MYP Dresden Int Sch, Dresden, Germany; [Voitiuk, Kateryna] Univ Calif Santa Cruz, Santa Cruz, CA 95064 USA; [Patil, Uday] Georgia Inst Technol, Atlanta, GA 30332 USA; [Hoeg, Darren G.; Bencze, John Lawrence] Univ Toronto, Ontario Inst Studies Educ, Curriculum Teaching & Learning, Toronto, ON M5S 1V6, Canada; [Lee, Ahlam] Xavier Univ, Dept Educ Leadership & Human Resource Dev, Cincinnati, OH 45207 USA; [Kutzner, Mickey; Pearson, Bryan] Andrews Univ, Berrien Springs, MI 49104 USA; [Pearson, Bryan] Buchanan High Sch, Buchanan, MI USA; [Manduca, Cathryn A.; Iverson, Ellen R.] Carleton Coll, Sci Educ Resource Ctr, Northfield, MN 55057 USA; [Luxenberg, Michael] Profess Data Analysts Inc, Minneapolis, MN 55414 USA; [Macdonald, R. Heather] Coll William & Mary, Dept Geol, Williamsburg, VA 23187 USA; [McConnell, David A.] North Carolina State Univ, Marine Earth & Atmospher Sci Dept, Raleigh, NC 27695 USA; [Mogk, David W.] Montana State Univ, Dept Earth Sci, Bozeman, MT 59717 USA; [Tewksbury, Barbara J.] Hamilton Coll, Dept Geosci, Clinton, NY 13323 USA; 0; 0; [Boyd, Monica; Tian, Siyue] Univ Toronto, Toronto, ON, Canada; [Foley, Alana E.; Herts, Julianne B.; Levine, Susan C.; Beilock, Sian L.] Univ Chicago, Dept Psychol, 5848 South Univ Ave, Chicago, IL 60637 USA; [Borgonovi, Francesca; Guerriero, Sonia] Org Econ Cooperat & Dev, Paris, France; [Smyrnova-Trybulska, Eugenia] Uniwersytet Slaski Katowicach, Fac Ethnol Educ, Katowice, Poland; [Morze, Nataliia; Gladun, Mariia] Borys Grinchenko Kyiv Univ, Rectorat, Kiev, Ukraine; [Kommers, Piet] Univ Twente, Enschede, Netherlands; [Zuziak, Wojciech] Reg In Serv Teacher Training Ctr WOM, Bielsko Biala, Poland; [Berland, Leema K.] Univ WI Madison, Dept Curriculum & Instruct, Madison, WI 53706 USA; [Steingut, Rebecca] Univ Texas Austin, Dept Educ Psychol, Austin, TX 78712 USA; [Shernoff, David J.; Sinha, Suparna; Bressler, Denise M.; Ginsburg, Lynda] Rutgers State Univ, Ctr Math Sci & Comp Educ, New Brunswick, NJ 08901 USA; [Shernoff, David J.] Rutgers State Univ, Dept Sch Psychol, Grad Sch Appl & Profess Psychol, New Brunswick, NJ 08901 USA; [Itzek-Greulich, Heike] Univ Tubingen, Hector Res Inst Educ Sci & Psychol, Tubingen, Germany; [Vollmer, Christian] Univ Educ Heidelberg, Heidelberg, Germany; [Ring, Elizabeth A.; Crotty, Elizabeth A.; Roehrig, Gillian H.] Univ Minnesota, STEM Educ Ctr, 1954 Buford Ave,Suite 320, St Paul, MN 55108 USA; [Dare, Emily A.] Michigan Technol Univ, Dept Cognit & Learning Sci, Houghton, MI 49931 USA; [Letnikova, Galina] CUNY, Long Isl City, NY 11101 USA; [Xu, Na] CUNY, Dept Nat Sci, Long Isl City, NY USA; [Belardo, Christy] Mohonk Preserve, POB 715, New Paltz, NY 12525 USA; [Burrows, Andrea C.; Dambekalns, Lydia] Univ Wyoming, 1000 E Univ Ave,Dept 3374, Laramie, WY 82071 USA; [Chittum, Jessica R.] East Carolina Univ, Dept Elementary Educ & Middle Grades Educ, 154 Speight Bldg,Mail Stop 504, Greenville, NC 27858 USA; [Jones, Brett D.; Akalin, Sehmuz] Virginia Tech, Sch Educ, MC 0313, Blacksburg, VA 24061 USA; [Schram, Asta B.] Univ Iceland, Sch Hlth Sci, Laeknagarour Lg 302, Reykjavik, Iceland; [Noble, Jessica; Bean, Corliss] Youth Res & Evaluat eXchange, Toronto, ON, Canada; [Duodu, Eugenia; Yusuf, Yusuf; Garay, Camilo] Vis Sci Network Learning, Toronto, ON, Canada; [Estapa, Anne T.] Iowa State Univ, 1660E Lagomarcino Hall, Ames, IA 50011 USA; [Tank, Kristina M.] Iowa State Univ, 0624C Lagomarcino Hall, Ames, IA 50011 USA; [Herro, Danielle] Clemson Univ, Coll Educ, Digital Media & Learning, Clemson, SC 29634 USA; [Quigley, Cassie] Clemson Univ, Sci Educ, Clemson, SC 29634 USA; [Andrews, Jessica] Educ Testing Serv, Princeton, NJ 08541 USA; [Delacruz, Girlie] LRNG, Chicago, IL USA; [Hora, Matthew T.] Univ Wisconsin, Dept Liberal Arts & Appl Studies, 21 N Pk St, Madison, WI 53715 USA; [Oleson, Amanda K.] Univ Wisconsin, Wisconsin Ctr Educ Res, Madison, WI 53715 USA; [Khatri, Raina; Henderson, Charles] Western Michigan Univ, Dept Phys, 903 W Michigan Ave, Kalamazoo, MI 49008 USA; [Khatri, Raina; Henderson, Charles] Western Michigan Univ, Mallinson Inst Sci Educ, 903 W Michigan Ave, Kalamazoo, MI 49008 USA; [Cole, Renee; Stanford, Courtney] Univ Iowa, Dept Chem, W331 Chem Bldg, Iowa City, IA 52242 USA; [Froyd, Jeffrey E.] Texas A&M Univ, Coll Engn, College Stn, TX 77843 USA; [Friedrichsen, Debra] Oregon State Univ, Sch Chem Biol & Environm Engn, Corvallis, OR 97331 USA; [Landrum, R. Eric; Viskupic, Karen; Shadle, Susan E.; Bullock, Doug] Boise State Univ, Boise, ID 83725 USA; [McConnell, John R., III] Austin Peay State Univ, Dept Educ Specialties, POB 4545, Clarksville, TN 37044 USA; [McFadden, Justin R.] Univ Louisville, Louisville, KY 40292 USA; [Roehrig, Gillian H.] Univ Minnesota, St Paul, MN 55108 USA; [Shadle, Susan E.; Marker, Anthony; Earl, Brittnee] Boise State Univ, 1910 Univ Dr, Boise, ID 83725 USA; [Burte, Heather; Gardony, Aaron L.; Taylor, Holly A.] Tufts Univ, Dept Psychol, 490 Boston Ave, Medford, MA 02155 USA; [Gardony, Aaron L.] Ctr Appl Brain & Cognit Sci, 200 Boston Ave, Medford, MA 02155 USA; [Gardony, Aaron L.] US Army, Natick Soldier Res Dev & Engn Ctr, Cognit Sci Team, Natick, MA 01760 USA; [Hutton, Allyson] Think3d, 1018 Maple Lane, Davis, CA 95616 USA; [Nathan, Mitchell J.] Univ Wisconsin, Educ Sci Bldg,1025 West Johnson St, Madison, WI 53705 USA; [Walkington, Candace] Southern Methodist Univ, Dallas, TX USA; [Resnick, Ilyse] Penn State Univ Lehigh Valley, Dept Psychol, 2809 Saucon Valley Rd, Center Valley, PA 18034 USA; [Davatzes, Alexandra] Temple Univ, Dept Earth & Environm Sci, Philadelphia, PA 19122 USA; [Newcombe, Nora S.; Shipley, Thomas F.] Temple Univ, Dept Psychol, Philadelphia, PA 19122 USA; [Simpson, Timothy W.] Penn State Univ, Mech & Ind Engn, State Coll, PA 16804 USA; [Williams, Christopher B.] Virginia Tech, Mech Engn, Blacksburg, VA USA; [Hripko, Michael] Youngstown State Univ, Youngstown, OH 44555 USA; [Campbell, Chris; Rolls, Jason] Coll North Atlantic Qatar, Sch Language Studies & Acad, Doha, Qatar; [Linvill, Darren L.; Cranmer, Gregory A.] Clemson Univ, Dept Commun, 405 Strode Tower, Clemson, SC 29634 USA; [Sheffield, Rachel; Koul, Rekha; Blackley, Susan] Curtin Univ, Sch Educ, Perth, WA, Australia; [Maynard, Nicoleta] Curtin Univ, Fac Sci & Engn, Perth, WA, Australia; [Fitzallen, Noleine] Univ Tasmania, Fac Educ, Hobart, Tas, Australia; [Brown, Natalie Ruth] Univ Tasmania, Tasmanian Inst Learning & Teaching, Hobart, Tas, Australia; [Riley, Donna] Smith Coll, Picker Engn Program, Northampton, MA 01063 USA; [Riley, Donna] Virginia Tech, Dept Engn Educ, Blacksburg, VA 24061 USA; [Riley, Donna] Purdue Univ, Sch Engn Educ, W Lafayette, IN 47907 USA; [Carter, Lyn] Australian Catholic Univ, Sch Educ, Melbourne, Vic, Australia; [Stryzhak, Oleksandr Ye.] Minor Acad Sci Ukraine, Sci, Kiev, Ukraine; [Slipukhina, Iryna A.] Natl Aviat Univ, Gen Phys Dept, Kiev, Ukraine; [Polikhun, Nataliia I.] Natl Acad Sci Ukraine, Gifted Child Inst, Kiev, Ukraine; [Chernetckiy, Ihor S.] Dept Teching & Themat Knowledge Syst Dev, Pedag Sci, Kiev, Ukraine; [Bell, Dawne; Wooff, David] Edge Hill Univ, Fac Educ, Ormskirk, England; [McLain, Matt] Liverpool John Moores Univ, Sch Educ, Marsh Campus, Liverpool, Merseyside, England; [Morrison-Love, David] Univ Glasgow, Sch Educ, Curriculum Assessment & Pedag Res & Teaching Grp, Glasgow, Lanark, Scotland; [Buxton, Cory; Allexsaht-Snider, Martha] Univ Georgia, 629 Aderhold Hall, Athens, GA 30602 USA; [Harper, Susan] Johns Hopkins Univ, Baltimore, MD 21218 USA; [Payne, Yolanda Denise] Clarke Cty Sch Dist, Clarke Cty, GA USA; [Bullock, Erika C.] Univ Wisconsin, Madison, WI 53706 USA; [Won, Samantha G. L.] Virginia Tech, Dept Learning Sci & Technol, 6 New Bedford Court, Stafford, VA 22554 USA; [Evans, Michael A.] North Carolina State Univ, Friday Inst Educ Innovat, Dept Teacher Educ & Learning Sci, Raleigh, NC USA; [Huang, Lixiao] North Carolina State Univ, Dept Psychol, Raleigh, NC USA; [Casas, Yadira; Blanco-Blanco, Angeles] Univ Complutense Madrid, Madrid, Spain; [Redman, Christine] Univ Melbourne, Grad Sch Educ, Melbourne, Vic, Australia; [Kordaki, Maria; Berdousis, Ioannis] Univ Aegean, Dept Cultural Technol & Commun, Univ Hill, Mitilini 81100, Greece; [Nemorin, Selena; Selwyn, Neil] Monash Univ, Fac Educ, Melbourne, Vic, Australia; [Sengupta, Pratim; Shanahan, Marie-Claire] Univ Calgary, Werklund Sch Educ, 2500 Univ Dr NW, Calgary, AB T2N 1N4, Canada; [Musah, Rabi A.; Ford, Michael] SUNY Albany, Albany, NY 12222 USA; [Fisher, Dara R.] Harvard Univ, Cambridge, MA 02138 USA; [Bagiati, Aikaterini; Sarma, Sanjay] MIT, Cambridge, MA 02139 USA; [Hernandez, Paul R.] West Virginia Univ, Dept Learning Sci & Human Dev, Allen Hall,355 Oakland St,POB 6122, Morgantown, WV 26506 USA; [Estrada, Mica] Univ Calif San Francisco, Inst Hlth Aging, San Francisco, CA 94143 USA; [Woodcock, Anna; Schultz, P. Wesley] Calif State Univ San Marcos, Dept Psychol, San Marcos, CA USA; [Wang, Xueli; Sun, Ning; Wagner, Brit] Univ Wisconsin, Dept Educ Leadership & Policy Anal, Madison, WI 53706 USA; [Lee, Seo Young] Univ Wisconsin, Dept Educ Psychol, Madison, WI USA; [Hansen-Thomas, Holly] Texas Womans Univ, Dept Bilingual & ESL Educ, Denton, TX 76204 USA; [Langman, Juliet] UTSA, Dept Bicultural Bilingual Studies, San Antonio, TX 78249 USA; [Pearson, Greg] Natl Acad Engn, 500 Fifth St NW, Washington, DC 20001 USA; [Cavlazoglu, Baki] Karadeniz Tech Univ, Fatih Fac Educ, Dept Math & Sci Educ, Trabzon, Turkey; [Stuessy, Carol] Texas A&M Univ, Dept Teaching Learning & Culture, College Stn, TX USA; [Schnittka, Christine] Auburn Univ, Dept Curriculum & Teaching, Auburn, AL 36849 USA; [Kimmel, Howard; Hirsch, Linda; Burr-Alexander, Levelle] New Jersey Inst Technol, Ctr Precoll Programs, Newark, NJ 07102 USA; [Rockland, Ronald] New Jersey Inst Technol, Dept Engn Technol, Newark, NJ 07102 USA; [Vidic, Andreja Drobnic] Univ Ljubljana, Fac Math & Phys, Jadranska 19, Ljubljana, Slovenia; [Dana-Picard, Thierry] Jerusalem Coll Technol, Jerusalem, Israel; [Zeitoun, David] Orot Coll, Rehovot, Israel; [Smith, Emma] Univ Leicester, Sch Educ, Leicester, Leics, England; [White, Patrick] Univ Leicester, Dept Sociol, Leicester, Leics, England; [Walker, Lane H.; Sherman, Helene J.] Univ Missouri St Louis, St Louis, MO 63121 USA; [Thomson, Margareta Maria] North Carolina State Univ, Teacher Educ & Learning Sci Dept, 602 L Poe Hall,Campus Box 7801, Raleigh, NC 27695 USA; [DiFrancesca, Daniell] Lawrence Univ, Mielke Family Dept Educ, Briggs Hall 118, Appleton, WI 54911 USA; [Carrier, Sarah] North Carolina State Univ, Teacher Educ & Learning Sci Dept, 317 F Poe Hall,Campus Box 7801, Raleigh, NC 27695 USA; [Lee, Carrie] East Carolina Univ, Math Sci & Instruct Technol Educ Dept, Campus Box 566, Greenville, NC 27858 USA; [Lynch, Sharon J.; Spillane, Nancy; Ross, Kathleen M.; Han, Edmund M.] George Washington Univ, 2134 G St NW, Washington, DC 20037 USA; [House, Ann] SRI Int, 333 Ravenswood Ave, Menlo Pk, CA 94025 USA; [Peters-Burton, Erin] George Mason Univ, 4400 Univ Dr, Fairfax, VA 22030 USA; [Behrend, Tara] George Washington Univ, 600 21st St NW, Washington, DC USA; [Krajcik, Joseph] Michigan State Univ, CREATE STEM, E Lansing, MI 48824 USA; [Delen, Ibrahim] Usak Univ, Usak, Turkey; [Capraro, Mary M.; Bicer, Ali; Lincoln, Yvonna S.] Texas A&M Univ, Aggie STEM, College Stn, TX 77843 USA; [Grant, Melva R.] Old Dominion Univ, Norfolk, VA USA; [Cavlazoglu, Baki; Stuessy, Carol L.] Texas A&M Univ, Teaching Learning & Culture TLAC Dept, 4232 TAMU, College Stn, TX 77843 USA; [Kumar, David Devraj] Florida Atlantic Univ, STEM Educ Lab, Coll Educ, 3200 Coll Ave, Davie, FL 33314 USA; [Analytis, Santhi; Sadler, Joel A.; Cutkosky, Mark R.] Stanford Univ, Dept Mech Engn, Stanford, CA 94305 USA; [Butler, Matthew; Holloway, Leona; Marriott, Kim; Goncu, Cagatay] Monash Univ, Fac Informat Technol, Caulfield Campus, Caulfield, Vic, Australia; [de Freitas, Elizabeth; Pais, Alexandre] Manchester Metropolitan Univ, Manchester, Lancs, England; [Lupinacci, John] Washington State Univ, Pullman, WA 99164 USA; [Chiang, Feng-Kuang] Beijing Normal Univ, Fac Educ, Sch Educ Technol, 19 XinJieKouWai St, Beijing 100875, Peoples R China; [Chiang, Feng-Kuang] Beijing Normal Univ, Beijing Adv Innovat Ctr Future Educ, Beijing 100875, Peoples R China; [Henderson, Charles] Western Michigan Univ, Dept Phys, 1903 W Michigan Ave, Kalamazoo, MI 49008 USA; [Henderson, Charles] Western Michigan Univ, Mallinson Inst Sci Educ, 1903 W Michigan Ave, Kalamazoo, MI 49008 USA; [Connolly, Mark] Univ Wisconsin, Wisconsin Ctr Educ, Res, 1025 W Johnson St,570A Educ Sci Bldg, Madison, WI 53706 USA; [Dolan, Erin L.] Univ Georgia, Innovat Sci Educ, B210B Davison Life Sci, Athens, GA 30602 USA; [Finkelstein, Noah] Univ Colorado Boulder, UCB 390, Boulder, CO 80309 USA; [Franklin, Scott] Rochester Inst Technol, Ctr Adv STEM Teaching Learning & Evaluat, 1 Lomb Mem Dr, Rochester, NY 14623 USA; [Malcom, Shirley] Assoc Adv Sci, Educ & Human Resources Programs Amer, 1200 New York Ave NW, Washington, DC 20005 USA; [Rasmussen, Chris] San Diego State Univ, Dept Math & Stat, 5500 Campanile Dr, San Diego, CA 92182 USA; [Redd, Kacy] Assoc Publ & Land Grant Univ, 1307 New York Ave NW, Washington, DC 20005 USA; [John, Kristen St.] James Madison Univ, 395 S High St, Harrisonburg, VA 22807 USA; [Lee, Kevin M.] Natl Sci Fdn, 4201 Wilson Blvd, Arlington, VA 22230 USA; [Ruthven, Kenneth; Mercer, Neil; Guardia, Paula; Hofmann, Riikka; Ilie, Sonia; Luthman, Stefanie; Riga, Fran] Univ Cambridge, Fac Educ, Cambridge, England; [Taber, Keith S.] Univ Cambridge, Fac Educ, Sci Technol & Math Educ Acad Grp, Cambridge, England; [Christodoulou, Andri] Univ Southampton, Southampton Educ Sch, Fac Social Human & Math Sci, Southampton, Hants, England; [Binns, Ian C.; Polly, Drew; Conrad, James; Algozzine, Bob] Univ North Carolina Charlotte, Charlotte, NC 28223 USA; [Matz, Rebecca L.] Michigan State Univ, CREATE STEM Inst, E Lansing, MI 48824 USA; [Jardeleza, Sarah E.] Michigan State Univ, Ctr Integrat Studies Gen Sci, CREATE STEM Inst, E Lansing, MI 48824 USA; [Jardeleza, Sarah E.] Salisbury Univ, Off Univ Anal Reporting & Assessment, 1101 Camden Ave, Salisbury, MD 21801 USA; [Mulnix, Amy B.] Franklin & Marshall Coll, Lancaster, PA 17604 USA; [Young, Sherri C.; Colabroy, Ken L.; Baar, Marsha R.] Muhlenberg Coll, Dept Chem, Allentown, PA 18104 USA; [Connors-Kellgren, Alice; Blustein, David L.; Barnett, Mike] Boston Coll, Lynch Sch Educ, Chestnut Hill, MA 02167 USA; [Parker, Caroline E.] STEM Learning & Res STELAR Ctr EDC, Waltham, MA 02453 USA; [Peterman, Karen] Karen Peterman Consulting Co, 2706 Stuart Dr, Durham, NC 27707 USA; [Kermish-Allen, Ruth] Maine Math & Sci Alliance, 219 Capitol St Suite 3, Augusta, GA 04330 USA; [Knezek, Gerald; Tyler-Wood, Tandra] Univ North Texas, Dept Learning Technol, 3940 N Elm, Denton, TX 76207 USA; [Christensen, Rhonda] Univ North Texas, Inst Integrat Technol Teaching & Learning, Denton, TX 76207 USA; [Reider, David] Educ Design INC, Newton, MA USA; [Knestis, Kirk] Hezel Associates LLC, Syracuse, NY 13203 USA; [Malyn-Smith, Joyce] Educ Dev Ctr Inc EDC, Waltham, MA USA; [Reider, David] Educ Design INC, Newton, MA USA; [Knestis, Kirk] Hezel Associates LLC, Syracuse, NY 13203 USA; [Malyn-Smith, Joyce] Educ Dev Ctr Inc EDC, Waltham, MA USA; [Leonard, Jacqueline; Buss, Alan; Gamboa, Ruben; Almughyirah, Sultan] Univ Wyoming, Sci & Math Teaching Ctr, 1000 E Univ Ave,Wyoming Hall 454, Laramie, WY 82071 USA; [Mitchell, Monica] MERAssociates, Vienna, VA USA; [Fashola, Olatokunbo S.] Johns Hopkins Univ, Baltimore, MD USA; [Hubert, Tarcia] Lone Star Coll Montgomery, Conroe, TX USA; [Ashford, Shetay N.] Texas State Univ, Dept Occupat Workforce & Leadership Studies, 601 Univ Dr,Pedernales Bldg 110, San Marcos, TX 78666 USA; [Lanehart, Rheta E.; Lee, Reginald S.; Kromrey, Jeffrey D.] Univ S Florida, Ctr Res Evaluat Assessment & Measurement, 4202 E Fowler Ave,EDU 105, Tampa, FL 33620 USA; [Kersaint, Gladis K.] Univ Connecticut, Neag Sch Educ, 249 Glenbrook Rd,Unit 3064,Charles B Gentry Bldg, Storrs, CT 06269 USA; [Beckett, Gulbahar H.] Iowa State Univ, 353 Ross Hall, Ames, IA 50011 USA; [Hemmings, Annette] Edgewood Coll, 1000 Edgewood Coll Dr, Madison, WI 53711 USA; [Maltbie, Catherine] Univ Cincinnati, POB 210105, Cincinnati, OH 45219 USA; [Wright, Kathy; Sherman, Melissa] Hughes STEM High Sch, 2515 Clifton Ave, Cincinnati, OH 45219 USA; [Sersion, Brian] Cincinnati Publ Sch, POB 5381, Cincinnati, OH 45201 USA; [Alexander, Quentin R.; Hermann, Mary A.] Virginia Commonwealth Univ, Dept Counselor Educ, Richmond, VA 23284 USA; [Alexander, Quentin R.] Longwood Univ, Coll Educ & Human Serv, Dept Educ & Special Educ, 201 High St,Off 237, Farmville, VA 23909 USA; [Sharan, Raghubir] Indian Inst Technol, Elect Engn, Gandhinagar 382355, Palaj, India; [Sharan, Raghubir] LNMIIT, Jaipur, Rajasthan, India; [Sharan, Raghubir] Samtel Ctr Display Technol, Kanpur, Uttar Pradesh, India; [Sharan, Raghubir] Indian Inst Technol, Kanpur, Uttar Pradesh, India; [Boruah, Bijoy] Indian Inst Technol Delhi, Dept Humanities & Social Sci, New Delhi, India; [Lee, Hyundong; Bae, Taeyoun; Lee, Hyonyong] Kyungpook Natl Univ, Dept Earth Sci Educ, Daegu 41566, South Korea; [Zervas, Panagiotis; Sampson, Demetrios G.] Ctr Res & Technol Hellas, Inst Informat Technol, POB 60361,6th Km Charilaou Thermi Rd, Thessaloniki 57001, Greece; [Tsourlidaki, Eleftheria; Sotiriou, Sofoklis] Ellinogermaniki Agogi, Dimitriou Panagea Str, Pallini Attikis 15351, Greece; [Cao, Yiwei; Faltin, Nils] IMC Informat Multimedia Commun AG, Scheer Tower,Uni Campus Nord, D-66123 Saarbrucken, Germany; [Sampson, Demetrios G.] Curtin Univ, Sch Educ, Bentley Campus,Kent St, Perth, WA 6102, Australia; [Barrett, Trevor J.; Hegarty, Mary] Univ Calif Santa Barbara, Dept Psychol & Brain Sci, Santa Barbara, CA 90026 USA; [Bell, Jamie] Ctr Adv Informal Sci Educ CAISE, Washington, DC 20006 USA; [Bell, Jamie] Exploratorium, San Francisco, CA USA; [Bell, Jamie] Harvard Smithsonian Ctr Astrophys Sci, Media Grp, Cambridge, MA USA; [Bell, Jamie] Petrosains, Kuala Lumpur, Malaysia; [Chesebrough, David] COSI, Columbus, OH USA; [Chesebrough, David] Buffalo Museum Sci, Buffalo, NY USA; [Chesebrough, David] Roberson Museum, Binghamton, NY USA; [Chesebrough, David] Carnegie Sci Ctr, Pittsburgh, PA USA; [Cryan, Jason] NC Museum Nat Sci, Res & Collect, Raleigh, NC USA; [Cryan, Jason] New York State Museum & Sci Serv, Lab Conservat & Evolutionary Genet, Albany, NY USA; [Koster, Emlyn] NC Museum Nat Sci, Raleigh, NC USA; [Koster, Emlyn] Royal Tyrrell Museum Paleontol, Drumheller, AB, Canada; [Koster, Emlyn] Ontario Sci Ctr, Toronto, ON, Canada; [Koster, Emlyn] Liberty Sci Ctr NJ NY Reg, Jersey City, NJ USA; [Parker, Carolyn; Smith, Erica L.; McKinney, David] Johns Hopkins Univ, Baltimore, MD 21218 USA; [Laurier, Amanda] Baltimore City Publ Sch Syst, Baltimore, MD USA; [MacDougall, Preston J.; Volkov, Anatoliy] Middle Tennessee State Univ, Dept Chem, 1301 E Main St, Murfreesboro, TN 37130 USA; [MacDougall, Preston J.; Volkov, Anatoliy] Middle Tennessee State Univ, Ctr Computat Sci, 1301 E Main St, Murfreesboro, TN 37130 USA; [Henze, Christopher E.] NASA, Adv Supercomp Div, Ames Researc Ctr, Moffett Field, CA USA; [Guzdial, Mark] Georgia Inst Technol, Atlanta, GA 30332 USA; [Morrison, Briana] Univ Nebraska, Comp Sci, Omaha, NE 68182 USA; [Clapp, Edward P.; Jimenez, Raquel L.] Harvard Grad Sch Educ, Project Zero, Longfellow Hall,Room 406C,13 Appian Way, Cambridge, MA 02138 USA; [Magerko, Brian; Freeman, Jason] Georgia Inst Technol, 85 5th St, Atlanta, GA 30308 USA; [McKlin, Tom; Crews-Brown, Andrea] Sagefox Consulting Grp LLC, Amherst, MA USA; [Reilly, Mike] Lanier High Sch, 918 Buford Hwy NE, Buford, GA 30518 USA; [Livingston, Elise] Microsoft, Hyderabad, Andhra Pradesh, India; [McCoid, Scott] Ableton Inc, Berlin, Germany; [Freeman, Jason; McCoid, Scott] Georgia Inst Technol, 840 McMillan St, Atlanta, GA 30332 USA; [McKlin, Tom] Findings Grp LLC, 1201 Clairmont Rd 305a, Atlanta, GA 30030 USA; [Rinke, Carol R.; Gladstone-Brown, Wendy; Kinlaw, C. Ryan] Marist Coll, Poughkeepsie, NY 12601 USA; [Cappiello, Jean] Nanuet Sch Dist, Nanuet, NY USA; [Wilson, Sarah Beth] Rose Hulman Inst Technol, Dept Chem & Biochem, Terre Haute, IN 47803 USA; [Varma-Nelson, Pratibha] Indiana Univ Purdue Univ, Dept Chem & Chem Biol, Indianapolis, IN 46202 USA; [Varma-Nelson, Pratibha] Indiana Univ Purdue Univ, SEIRI, Indianapolis, IN 46202 USA; [Koch, Melissa; Gorges, Torie] SRI Int, 333 Ravenswood Ave, Menlo Pk, CA 94025 USA; [Chen, Chen] Harvard Grad Sch Educ, Cambridge, MA 02138 USA; [Schneps, Matthew H.] Univ Massachusetts, Boston, MA 02125 USA; [Schneps, Matthew H.] MIT, 77 Massachusetts Ave, Cambridge, MA 02139 USA; [Chen, Chen; Sonnert, Gerhard] Harvard Smithonian Ctr Astrophys, Cambridge, MA 02138 USA; 0; [Pasha-Zaidi, Nausheen; Afari, Ernest] Petr Inst, POB 2533, Abu Dhabi, U Arab Emirates; [Radloff, Jeff; Guzey, Selcen] Purdue Univ, Coll Educ, 100 Univ St, W Lafayette, IN 47907 USA; [Han, Sunyoung] Sungkyunkwan Univ, Seoul, South Korea; [Capraro, Robert M.; Capraro, Mary M.] Texas A&M Univ, Aggie STEM Ctr, College Stn, TX 77843 USA; [Hall, Alfred; Miro, Danielle] Univ Memphis, Memphis, TN 38152 USA; [James, Sylvia M.] Natl Sci Fdn, Div Human Resource Dev, Directorate Educ & Human Resources, 4201 Wilson Blvd, Arlington, VA 22230 USA; [Singer, Susan R.] Carleton Coll, Dept Biol, Northfield, MN 55057 USA; [Singer, Susan R.] Carleton Coll, Dept Cognit Sci, Northfield, MN 55057 USA; [Singer, Susan R.] Natl Sci Fdn, Div Undergrad Educ, Directorate Educ & Human Resources, 4201 Wilson Blvd, Arlington, VA 22230 USA; [Singer, Susan R.] Rollins Coll, Off Vice President Acad Affairs & Provost, 1000 Holt Ave 2712, Winter Pk, FL 32789 USA; [Wiseman, Alexander W.] Lehigh Univ, Bethlehem, PA 18015 USA; [Abdelfattah, Faisal A.] Univ Dammam, Dammam, Saudi Arabia; [Almassaad, Ahmad] King Saud Univ, Riyadh, Saudi Arabia; [Rai, Amelia; Robinson, Julie A.] NASA, Johnson Space Ctr, Washington, DC 20546 USA; [Tate-Brown, Judy] Barrios Technol, Houston, TX 77058 USA; [Buckley, Nicole] Canadian Space Agcy, Longueuil, PQ, Canada; [Zell, Martin] European Space Agcy, Noordwijk, Netherlands; [Tasaki, Kazuyuki] Japan Aerosp Explorat Agcy JAXA, Chofu, Tokyo, Japan; [Karabadzhak, Georgy] TSNIIMASH, Kaliningrad, Russia; [Sorokin, Igor V.] SP Korolev Rocket & Space Corp Energia, Korolev, Russia; [Pignataro, Salvatore] Italian Space Agcy ASI, Rome, Italy; [Kim, Pyoung Won] Incheon Natl Univ, Inchon, South Korea; [Alade, Fashina; Lauricella, Alexis R.; Beaudoin-Ryan, Leanne; Wartella, Ellen] Northwestern Univ, Sch Commun, Ctr Media & Human Dev, Evanston, IL 60208 USA; [Argiolas, Alfredo; Sinibaldi, Edoardo; Mazzolai, Barbara] Ist Italiano Tecnol, Ctr MicrobioRobot, Pontedera, Italy; [Argiolas, Alfredo] Scuola Super Sant Anna, BioRobot Inst, Pontedera, Italy; [Mac Murray, Benjamin C.] Cornell Univ, Dept Mat Sci & Engn, Ithaca, NY 14853 USA; [Van Meerbeek, Ilse; Whitehead, John; Shepherd, Robert F.] Cornell Univ, Sibley Sch Mech & Aerosp Engn, 277 Kimball Hall, Ithaca, NY 14853 USA; [Maglaty, Joseph] Franklin Inst, Philadelphia, PA USA; [Blanco Blanco, Angeles; Casas Moreno, Yadira; Mafokozi Ndabishibije, Joseph] Univ Complutense Madrid, Fac Educ, C Rector Royo Villanova S-N,Ciudad Univ, E-28040 Madrid, Spain; [Chesky, Nataly Z.] SUNY Coll New Paltz, Dept Elementary Educ, New Paltz, NY USA; [Goldstein, Rebecca A.] Montclair State Univ, Dept Secondary & Special Educ, Montclair, NJ USA; [McLaughlin, Jacqueline] Penn State Univ, Biol, 1809 Saucon Valley Rd, Center Valley, PA 18034 USA; [McLaughlin, Jacqueline] Penn State Univ, CHANCE, 1809 Saucon Valley Rd, Center Valley, PA 18034 USA; [Metz, Anneke] Southern Illinois Univ, Sch Med, MEDPREP Program, Wheeler Hall 210,975 S Normal Ave, Carbondale, IL 62901 USA; [Wang, Xueli] Univ Wisconsin Madison, Dept Educ Leadership & Policy Anal, 270-H Educ Bldg,1000 Bascom Mall, Madison, WI 53706 USA; [Lin, Kuen-Yi] Natl Taiwan Normal Univ, Taipei, Taiwan; [Williams, P. John] Univ Waikato, Hamilton, New Zealand; [Margenot, Andrew J.; Alldritt, Katelin; O'Geen, Anthony] Univ Calif Davis, Dept Land Air & Water Resources, 1 Shields Ave, Davis, CA 95616 USA; [Southard, Susan] Natl Soil Survey Ctr, NRCS, Davis, CA 95616 USA; [Psycharis, Sarantos] ASPETE, Dept Educ, Athens, Greece; [Park, HyunJu] Chosun Univ, Gwangju, South Korea; [Byun, Soo-yong] Penn State Univ, University Pk, PA 16802 USA; [Sim, Jaeho] Pusan Natl Univ, Busan, South Korea; [Han, Hyesook] Dankook Univ, Yongin, South Korea; [Baek, Yoon Su] Yonsei Univ, Seoul 120749, South Korea; [Kim, Bang-Hee] Youngmoon Middle Sch, Seoul, South Korea; [Kim, Jinsoo] Korea Natl Univ Educ, Cheongju, South Korea; [Kim, Hyoungbum] Chungbuk Natl Univ, Cheongju, South Korea; [Chae, Dong-Hyun] Jeonju Natl Univ Educ, Jeonju, South Korea; [Nelson, Brian C.; Kim, Younsu; Slack, Kent] Arizona State Univ, Tempe, AZ 85281 USA; [Castle, Megan; Woodruff, Teresa K.] Northwestern Univ, Feinberg Sch Med, Womens Hlth Res Inst, Chicago, IL 60611 USA; [Cleveland, Charlotte] Washington Univ, St Louis, MO USA; [Gordon, Diana; Jones, Lynda; Zelinski, Mary] Oregon Hlth & Sci Univ West Campus, Oregon Natl Primate Res Ctr, Beaverton, OR USA; [Winter, Patricia; Chang, Jeffrey; Senegar-Mitchell, Ericka] Univ Calif San Diego, San Diego, CA 92103 USA; [Coutifaris, Christos] Univ Penn, Dept Cell & Dev Biol, Philadelphia, PA 19104 USA; [Coutifaris, Christos] Univ Penn, Dept Obstet & Gynecol, Philadelphia, PA 19104 USA; [Shuda, Jamie; Mainigi, Monica; Bartolomei, Marisa] Univ Penn, Inst Regenerat Med, Philadelphia, PA 19104 USA; [Li, Yanyan; Huang, Zhinan; Jiang, Menglu; Chang, Ting-Wen] Beijing Normal Univ, Sch Educ Technol, R&D Ctr Knowledge Engn, Beijing, Peoples R China; [Jho, Hunkoog] Dankook Univ, Yongin, South Korea; [Hong, Oksu] Korea Fdn Adv Sci & Creat, Daejeon, South Korea; [Song, Jinwoong] Seoul Natl Univ, Seoul 151, South Korea; [Goldwater, Micah B.] Univ Sydney, Sch Psychol, Brennan MacCallum A18, Camperdown, NSW 2006, Australia; [Schalk, Lennart] Swiss Fed Inst Technol, Inst Behav Sci, Zurich, Switzerland; [Kanoksilapatham, Budsaba] Silpakorn Univ, Fac Arts, Dept English, Nakhon Pathom 73000, Thailand; [Susilo, Ekawahyu; Liu, Jianing; Rayo, Yasmin Alvarado; Peck, Ashley Melissa; Valdastri, Pietro] Vanderbilt Univ, STORM Lab, Dept Mech Engn, Nashville, TN 37212 USA; [Montenegro, Justin] Metro Nashville Publ Sch, Hume Fogg Acad Magnet High Sch, Nashville, TN 37203 USA; [Gonyea, Mark] Rutherford Cty Board Educ, Stewarts Creek High Sch, Math, Smyrna, TN 37167 USA; [Fantin, Dennis] Calif Polytech State Univ San Luis Obispo, Dept Chem & Biochem, San Luis Obispo, CA 93407 USA; [Sutton, Marc] Ctr Accessible Technol, Berkeley, CA 94703 USA; [Daumann, Lena J.] Univ Calif Berkeley, Dept Chem, Berkeley, CA 94720 USA; [Fischer, Kael F.] Univ Utah, Sch Med, Dept Pathol, Salt Lake City, UT 84132 USA; [Quigley, Cassie F.; Herro, Dani] Clemson Univ, Clemson, SC USA; [Acs, Zoltan] George Mason Univ, Fairfax, VA 22030 USA; [Acs, Zoltan] London Sch Econ, London WC2A 2AE, England; [Astebro, Thomas] HEC Paris, 1 Rue Liberat, F-78351 Jouy En Josas, France; [Audretsch, David] Indiana Univ, Bloomington, IN USA; [Robinson, David T.] Duke Univ, Durham, NC USA; [Dinov, Ivo D.; Kalinin, Alexandr] Univ Michigan, SOCR, UMSN, 400 N Ingalls, Ann Arbor, MI 48109 USA; [Dinov, Ivo D.; Kalinin, Alexandr] Univ Michigan, DCM&B, Michigan Inst Data Sci MIDAS, Ann Arbor, MI 48109 USA; [Dinov, Ivo D.; Christou, Nicolas] Univ Calif Los Angeles, SOCR Resource, Dept Stat, Los Angeles, CA 90095 USA; [Dinov, Ivo D.] Univ Calif Los Angeles, Ctr Computat Biol, Los Angeles, CA 90095 USA; [Siegrist, Kyle] Univ Alabama, Dept Math Sci, Huntsville, AL 35899 USA; [Pearl, Dennis K.] Penn State Univ, Dept Stat, University Pk, PA 16802 USA; [John, Mativo; Bettye, Smith; Robert, Wicklein] Univ Georgia, Athens, GA 30602 USA; [Ezra, Thompson] Arabia Mt High Sch, Lithonia, GA USA; [Novak, Heather] Colorado State Univ, Inst Res, Ft Collins, CO 80523 USA; [Paguyo, Christina; Siller, Thomas] Colorado State Univ, Coll Engn, Ft Collins, CO 80523 USA; [Means, Barbara; Wang, Haiwen; Young, Viki; Peters, Vanessa L.] SRI Educ, Ctr Technol Learning, Menlo Pk, CA 94025 USA; [Lynch, Sharon J.] George Washington Univ, Grad Sch Educ & Human Dev, Washington, DC USA; [Penuel, William R.] Univ Colorado, Sch Educ, UCB 249, Boulder, CO 80305 USA; [Bell, Philip] Univ Washington, Seattle, WA 98195 USA; [Bevan, Bronwyn] Exploratorium, San Francisco, CA USA; [Buffington, Pam] EDC, Waltham, MA USA; [Falk, Joni] TERC, Cambridge, MA USA; Istanbul Aydin Univ, Istanbul, Turkey; [Blanco Blanco, Angeles; Casas Moreno, Yadira; Mafokozi Ndabishibije, Joseph] Univ Complutense Madrid, Fac Educ, C Rector Royo Villanova S-N,Ciudad Univ, E-28040 Madrid, Spain; [Farris, Amy Voss] Vanderbilt Univ, Peabody Coll, Dept Teaching & Learning, 230 Appleton Way, Nashville, TN 37203 USA; [Sengupta, Pratim] Univ Calgary, Werklund Sch Educ, Imperial Oil Fdn Res Chair STEM Educ, EDT 836,2500 Univ Dr NW,T2M, Calgary, AB T2N 1N4, Canada; [Sumen, Ozlem Ozcakir; Calisici, Hamza] Ondokuz Mayis Univ, Dept Elementary Educ, Samsun, Turkey; [Lesseig, Kristin; Nelson, Tamara Holmlund; Slavit, David] Washington State Univ Vancouver, Vancouver, WA 98686 USA; [Seidel, Ryan August] Washington State Univ Spokane, Spokane, WA USA; [Munoz, David] Penn State Univ, Ind Engn, University Pk, PA 16802 USA; [Tucker, Conrad S.] Penn State Univ, Engn Design & Ind Engn, University Pk, PA 16802 USA; [Margulieux, Lauren E.; Catrambone, Richard] Georgia Inst Technol, Sch Psychol, Atlanta, GA 30332 USA; [Jang, Hyewon] Harvard Univ, John A Paulson Sch Engn & Appl Sci, Cambridge, MA 02138 USA; [Schmidt, Matthew] Univ Cincinnati, Instruct Design & Technol Program, G Teachers Coll 610, Cincinnati, OH 45221 USA; [Fulton, Lori] Univ Hawaii, Inst Teacher Educ, Elementary Program, 1776 Univ Ave,Everly Hall Rm 126, Honolulu, HI 96822 USA; [Psycharis, Sarantos] ASPETE, Fac Pedag & Technol Educ, Athens, Greece; [Potkonjak, Veljko; Petrovic, Vladimir M.; Jovanovic, Kosta] Univ Belgrade, Sch Elect Engn, Belgrade, Serbia; [Gardner, Michael; Callaghan, Victor] Univ Essex, Sch Comp Sci & Elect Engn, Colchester CO4 3SQ, Essex, England; [Mattila, Pasi] Univ Oulu, Ctr Internet Excellence, SF-90100 Oulu, Finland; [Guetl, Christian] Graz Univ Technol, A-8010 Graz, Austria; [Guetl, Christian] Curtin Univ, Bentley, WA, Australia; [Witkowski, David] Joint Venture Silicon Valley Wireless Commun Init, San Jose, CA USA; [Ohja, Suresh] Natl Instruments, Santa Clara, CA USA; [Cole, Renee; Emberger, Jaime] Univ Iowa, Dept Chem, Iowa City, IA 52242 USA; [Van Horne, Samuel] Univ Iowa, Off Teaching Learning & Technol, Iowa City, IA USA; [Dooley, Kathleen; Kurriss, Phoebe; Brush, Edward; Nellutla, Sarita] Bridgewater State Univ, Dept Chem, Bridgewater, MA USA; [Fox, Laura; Roehrig, Gill] Univ Minnesota, STEM Educ Ctr, Minneapolis, MN USA; [Hollinshead, Samantha; Nangreave, Ryan] Arizona State Univ Coll Lake Havasu, Lake Havasu City, AZ USA; [Smith, Jerry] Georgia State Univ, Dept Chem, Atlanta, GA 30303 USA; [Kaplan, Lawrence] Williams Coll, Dept Chem, Williamstown, MA 01267 USA; [Collard, David] Georgia Inst Technol, Dept Chem & Biochem, Atlanta, GA 30332 USA; [Hill, Patricia] Millersville Univ Pennsylvania, Dept Chem, Millersville, PA 17551 USA; [Nalley, Elizabeth] Cameron Univ, Chem Phys & Engn, Lawton, OK 73505 USA; [Nelson, Donna] Univ Oklahoma, Norman, OK 73019 USA; [Hodges, Georgia; Jeong, Sophia; McKay, Peggy] Univ Georgia, Athens, GA 30602 USA; [Robertson, Tom; Ducrest, David] Cogent Educ, Athens, GA USA; [Zeidler, Dana L.] Univ South Florida Tampa Bay, Coll Educ, Dept Teaching & Learning, 4202 East Fowler Ave, Tampa, FL 33620 USA; [Storksdieck, Martin] Oregon State Univ, Ctr Res Lifelong STEM Learning, Corvallis, OR 97331 USA; 0; [Lykkegaard, Eva] Univ Aarhus, Ctr Sci Educ, Palle Juul Jensens Blvd 82,Bldg B, DK-8200 Aarhus N, Denmark; [Ulriksen, Lars] Univ Copenhagen, Dept Sci Educ, Copenhagen, Denmark; [Fundis, Allison] Ocean Explorat Trust, Educ Outreach & Commun, New London, CT USA; [Cook, Megan] Ocean Explorat Trust, Community STEM Program, New London, CT USA; [Garson, Samuel; Sutton, Katherine; Munro, Scott; Poulton, Susan] Ocean Explorat Trust, New London, CT USA; [Trinchero, Roberto] Univ Turin, I-10124 Turin, Italy; [Sala, Giovanni] Univ Liverpool, Liverpool L69 7ZA, Merseyside, England; [Chachashvili-Bolotin, Svetlana] Municipal Ashdod, Educ Div, Informat Res & Evaluat Dept, Ashdod, Israel; [Chachashvili-Bolotin, Svetlana] Ruppin Acad Ctr, Inst Immigrat & Social Integrat, Community & Social Sci, Jerusalem, Israel; [Milner-Bolotin, Marina] Univ British Columbia, Dept Curriculum & Pedag, Vancouver, BC V5Z 1M9, Canada; [Lissitsa, Sabina] Ariel Univ, Sch Commun, Ariel, Israel; [Virtic, Mateja Ploj; Sorgo, Andrej] Univ Maribor, Maribor, Slovenia; [Bell, Dawne] Edge Hill Univ, Fac Educ, Ormskirk L39 4QP, Lancs, England; [Weintrop, David; Horn, Michael; Orton, Kai; Wilensky, Uri] Northwestern Univ, Ctr Connected Learning & Comp Based Modeling, Evanston, IL 60208 USA; [Weintrop, David; Horn, Michael; Orton, Kai; Jona, Kemi; Wilensky, Uri] Northwestern Univ, Learning Sci, Evanston, IL 60208 USA; [Beheshti, Elham; Horn, Michael; Jona, Kemi; Wilensky, Uri] Northwestern Univ, Comp Sci, Evanston, IL 60208 USA; [Wilensky, Uri] Northwestern Inst Complex Syst, Evanston, IL 60208 USA; [Trouille, Laura] Adler Planetarium, Chicago, IL 60605 USA; [Trouille, Laura] Northwestern Univ, CIERA, Evanston, IL 60208 USA; [Steele, Astrid] Nipissing Univ, Schulich Sch Educ, 100 Coll Dr, North Bay, ON P1B8L7, Canada; [Sullivan, Florence R.] Univ Massachusetts, Dept Teacher Educ & Curriculum Studies, Learning Technol, Amherst, MA 01003 USA; [Heffernan, John] Univ Massachusetts, Dept Teacher Educ & Curriculum Studies, Amherst, MA 01003 USA; [Bennett, Audrey] Rensselaer Polytech Inst, Rensselaer, NY 12180 USA; [Blundell, Christopher; Nykvist, Shaun] Queensland Univ Technol, Fac Educ, Brisbane, Qld, Australia; [Lee, Kar-Tin] Queensland Univ Technol, Fac Educ, Sch Curriculum, Brisbane, Qld, Australia; [Styers, M. L.; Van Zandt, P. A.] Birmingham Southern Coll, Dept Biol, Birmingham, AL USA; [Hayden, K. L.] Birmingham Southern Coll, Dept Chem & Phys, Birmingham, AL USA; [Winn, Kathleen M.] Univ Iowa, Lindquist Ctr N491, Iowa City, IA 52242 USA; [Choi, Kyong Mi; Hand, Brian] Univ Iowa, Lindquist Ctr, Iowa City, IA 52242 USA; [Babb, Armando Paulino Preciado; Takeuchi, Miwa Aoki; Yanez, Gabriela Alnoso; Francis, Krista; Gereluk, Dianne; Friesen, Sharon] Univ Calgary, Werklund Sch Educ, Calgary, AB, Canada; [Yoon, Ma Byong] Jeonju Univ, Dept Sci Educ, Jeonju 560759, Jeonbook, South Korea; [Micari, Marina] Northwestern Univ, Searle Ctr Adv Learning & Teaching, 627 Dartmouth Pl, Evanston, IL 60208 USA; [Van Winkle, Zachary] Humboldt Univ, Dept Microsociol, Berlin, Germany; [Van Winkle, Zachary] WZB Berlin Social Sci Ctr, Demog & Inequal Res Grp, Berlin, Germany; [Pazos, Pilar] Old Dominion Univ, Dept Engn Management & Syst Engn, Norfolk, VA USA; [Lasica, I. E.; Meletiou-Mavrotheris, M.] European Univ Cyprus, Sch Arts & Educ Sci, 6 Diogenis Str,POB 22006, CY-1516 Nicosia, Cyprus; [Katzis, K.; Dimopoulos, C.] European Univ Cyprus, Sch Sci, 6 Diogenis Str,POB 22006, CY-1516 Nicosia, Cyprus; [Phillips, Brian N.; Morrison, Blaise; Deiches, Jonathan F.; Chan, Fong] Univ Wisconsin, Madison, WI USA; [Yan, Min-Chi] Northeastern State Univ, Broken Arrow, OK USA; [Strauser, David] Univ Illinois, Champaign, IL USA; [Kang, Hyun-Ju] Michigan State Univ, E Lansing, MI 48824 USA; [Emdin, Christopher; Adjapong, Edmund] Columbia Univ, Teachers Coll, Dept Math Sci & Technol, New York, NY 10027 USA; [Levy, Ian] Columbia Univ, Teachers Coll, Dept Hlth & Behav Studies, New York, NY 10027 USA; [Greene-Clemons, Cheresa Denae] North Carolina Cent Univ, Sch Educ, Durham, NC 27707 USA; [Zahav, Anat Even; Shahar, Sigalit; Hazzan, Orit] Technion Israel Inst Technol, Fac Educ Sci & Technol, IL-3200003 Haifa, Israel; [Capraro, Robert M.; Capraro, Mary Margaret] Aggie STEM, Dept Teaching Learning & Culture, 4232 TAMU, College Stn, TX 77843 USA; [Capraro, Robert M.; Capraro, Mary Margaret; Barroso, Luciana R.] Texas A&M Univ, 4232 TAMU, College Stn, TX 77843 USA; [Barroso, Luciana R.] Aggie STEM, Zachry Dept Civil Engn, 4232 TAMU, College Stn, TX 77843 USA; [Morgan, James R.] Aggie STEM, Dept Engn, Albury, NSW 2640, Australia; [Morgan, James R.] Charles Sturt Univ, Albury, NSW 2640, Australia; [Baran, Evrim] Middle East Tech Univ, Ctr Sci Technol Engn & Math STEM Educ, TR-06800 Ankara, Turkey; [Bilici, Sedef Canbazoglu] Aksaray Univ, Fac Educ, Dept Sci Educ, TR-68100 Aksaray, Turkey; [Mesutoglu, Canan; Ocak, Ceren] Middle East Tech Univ, Fac Educ, Dept Educ Sci, TR-06800 Ankara, Turkey; [Ayar, Mehmet C.] Sci & Technol Res Council Turkey TUBITAK, Sci & Soc Dept, TR-06420 Ankara, Turkey; [Yalvac, Bugrahan] Aggie STEM, Dept Teaching Learning & Culture, 4232 TAMU, College Stn, TX 77843 USA; [Yalvac, Bugrahan] Texas A&M Univ, 4232 TAMU, College Stn, TX 77843 USA; [Kertil, Mahmut] Marmara Univ, Ataturk Fac Educ, Math Educ, Dept Secondary Sci & Math Educ, TR-34722 Istanbul, Turkey; [Gurel, Cem] Marmara Univ, Ataturk Fac Educ, Phys Educ, Dept Secondary Sci & Math Educ, TR-34722 Istanbul, Turkey; [Akaygun, Sevil; Aslan-Tutak, Fatma] Bogazici Univ, Dept Secondary Sch Sci & Math Educ, TR-34342 Istanbul, Turkey; [Lee, Jing-Chuan] Southern Taiwan Univ Sci & Technol, Grad Inst Educ Leadership & Evaluat, 1 Nan Tai St, Tainan 710, Taiwan; [Wang, Chih-Lien; Chang, Shu-Hsuan] Natl Changhua Univ Educ, Dept Ind Educ & Technol, 1 Jinde Rd, Changhua 500, Changhua County, Taiwan; [Yu, Li-Chih] Natl Chengchi Univ, Dept Management Informat Syst, 64,Sec 2,ZhiNan Rd, Taipei 116, Taiwan; [Gasman, Marybeth] Univ Penn, Grad Sch Educ, Dept Higher Educ, Higher Educ, Philadelphia, PA 19104 USA; [Thai-Huy Nguyen] Seattle Univ, Sch Educ, Dept Student Dev Adm, Educ, Seattle, WA 98122 USA; [Celotta, Dayius Turvold] Univ St Thomas, St Paul, MN 55105 USA; [DeCoito, Isha] Western Univ, 1137 Western Rd, London, ON N6G 1G7, Canada; [Krug, Don; Shaw, Ashley] Univ British Columbia, Dept Curriculum & Pedag, 2118-2125 Main Mall,Neville Scarfe Bldg, Vancouver, BC V6T 1Z4, Canada; [Oner, Ayse Tugba; Capraro, Robert M.] Texas A&M Univ, Coll Educ & Human Dev, Dept Teaching Learning & Culture, College Stn, TX 77843 USA; [Smith, Janette] Boise State Univ, Coll Educ, IDoTeach, 1910 Univ Dr, Boise, ID 83725 USA; [Nadelson, Louis] Utah State Univ, Emma Eccles Jones Coll Educ & Human Serv, Sch Teacher Educ & Leadership, Logan, UT 84322 USA; [Farrell, Ivan; Hamed, Kastro M.] Florida Inst Technol, Dept Educ & Interdisciplinary Studies, 150 W Univ Blvd, Melbourne, FL 32901 USA; [Gesser, Veronica] Univ Vale Itajai, Rua Uruguai 458,Caixa Postal 360, BR-88302202 Itajai, SC, Brazil; [DiBello, Lilia] Barry Univ, Miami, FL USA; [Kist, Alexander; Maiti, Ananda; Maxwell, Andrew; Burtenshaw, Ryan] Univ So Queensland, Fac HES, Sch Mech & Elect Engn, Toowoomba, Qld 4350, Australia; [Orwin, Lindy] Univ So Queensland, ADFI, Toowoomba, Qld 4350, Australia; [Ting, Wu; Albion, Peter] Univ So Queensland, Sch Teacher Educ & Early Childhood, Toowoomba, Qld 4350, Australia; [Parson, Laura] Univ N Dakota, Teaching & Learning Dept, Higher Educ Concentrat, Grand Forks, ND 58201 USA; [Basawapatna, Ashok] SUNY Coll Old Westbury, Dept Math, Old Westbury, NY USA; [Basawapatna, Ashok] Univ Colorado, Dept Comp Sci, Boulder, CO 80309 USA; [Cannady, Mac] Lawrence Hall Sci, Berkeley, CA 94720 USA; [Gotlieb, Rebecca; Immordino-Yang, Mary Helen] Univ Southern Calif, Rossier Sch Educ, 3620A McClintock Ave, Los Angeles, CA 90089 USA; [Gotlieb, Rebecca; Immordino-Yang, Mary Helen] Univ Southern Calif, Brain & Creat Inst, 3620A McClintock Ave, Los Angeles, CA 90089 USA; [Hyde, Elizabeth; Kaufman, Scott Barry] Univ Penn, Posit Psychol Ctr, 3701 Market St, Philadelphia, PA 19104 USA; [Immordino-Yang, Mary Helen] Univ Southern Calif, Dept Psychol, 3620A McClintock Ave, Los Angeles, CA 90089 USA; [Immordino-Yang, Mary Helen] Univ Southern Calif, Neurosci Grad Program, 3620A McClintock Ave, Los Angeles, CA 90089 USA; [Kaufman, Scott Barry] Imaginat Inst, Jenkintown, PA USA; [DeCoito, Isha] Univ Western, London, ON, Canada; [Steele, Astrid] Univ Nipissing, North Bay, ON, Canada; [Goodnough, Karen] Univ Mem Terre Neuve, St John, NF, Canada; [Chonkaew, Patcharee; Sukhummek, Boonnak] King Mongkuts Univ Technol Thonburi, Bangkok, Thailand; [Faikhamta, Chatree] Kasetsart Univ, Bangkok, Thailand; [Gagnier, Kristin Michod] Johns Hopkins Univ, Sci Learning Inst, 3400 N Charles St, Baltimore, MD 21218 USA; [Shipley, Thomas F.] Temple Univ, Dept Psychol, Spatial Intelligence & Learning Ctr, Philadelphia, PA 19122 USA; [Koyunlu Unlu, Zeynep] Yusuf Demir Sci & Art Ctr, Kirsehir, Turkey; [Dokme, Ilbilge] Gazi Univ, Gazi Fac Educ, Dept Sci Educ, Ankara, Turkey; [Unlu, Veli] Gazi Osman Ozturk Secondary Sch, Boztepe Kirsehir, Turkey; [August, Stephanie E.; Murphy, Don Brian; Neyer, Allison; Gueye, Penda; Thames, Robert Q.] Loyola Marymount Univ, Dept Elect Engn & Comp Sci, Los Angeles, CA 90045 USA; [Hammers, Michele L.] Loyola Marymount Univ, Dept Commun Studies, Los Angeles, CA 90045 USA; [English, Lyn D.] Queensland Univ Technol, Fac Educ, S Block,Victoria Pk Rd, Brisbane, Qld 4059, Australia; [Kelley, Todd R.] 342 Young Hall, W Lafayette, IN 47907 USA; [Knowles, J. Geoff] Purdue Univ, Ivy Tech Community Coll, 2325 Phil Ward Blvd, Crawfordsville, IN 47933 USA; [LaForce, Melanie; Noble, Elizabeth; King, Heather; Century, Jeanne; Blackwell, Courtney; Ibrahim, Ahmed; Loo, Stephanie] Univ Chicago, UChicago STEM Educ, Outlier Res & Evaluat, 1427 E 60th St, Chicago, IL 60637 USA; [Holt, Sandra] Youth Guidance, 1N LaSalle Suite St, Chicago, IL 60602 USA; [Mcgee, Ebony O.; White, Devin T.; Jenkins, Akailah T.; Bentley, Lydia C.; Smith, William J.] Vanderbilt Univ, Dept Teaching & Learning, Nashville, TN 37235 USA; [Houston, Stacey] Vanderbilt Univ, Dept Sociol, Nashville, TN 37235 USA; [Robinson, William H.] Vanderbilt Univ, Dept Elect & Comp Engn, Nashville, TN 37235 USA; [Jones, Sosanya] Southern Illinois Univ, Dept Educ Adm & Higher Educ, Carbondale, IL 62901 USA; [Pogue, Tiffany D.] Albany State Univ, Coll Educ, Albany, GA 31705 USA; [Burrows, Andrea C.; Myers, Adam D.; French, Debbie A.; Schwortz, Andria C.] Univ Wyoming, 1000 E Univ Ave 3374,Dept 3905,Dept 3374, Laramie, WY 82071 USA; [DiPompeo, Michael A.; Hickox, Ryan C.] Dartmouth Coll, 6127 Wilder Lab, Hanover, NH 03755 USA; [Borowczak, Mike] Erebus Labs, POB 1554, Laramie, WY 82073 USA; [Eguchi, Amy] Bloomfield Coll, Div Educ, Bloomfield, NJ 07003 USA; [Kim, ChanMin; Kim, Dongho; Yuan, Jiangmei; Hill, Roger B.] Univ Georgia, Coll Educ, Athens, GA 30602 USA; [Doshi, Prashant] Univ Georgia, Coll Arts & Sci, Athens, GA 30602 USA; [Thai, Chi N.] Univ Georgia, Coll Engn, Athens, GA 30602 USA; [Erdogan, Niyazi] Balikesir Univ, Fac Educ, Dept Elementary Educ, NEF Dinkciler Mah, TR-10100 Soma Cad, Merkez Balikesi, Turkey; [Stuessy, Carol] Texas A&M Univ, Dept Teaching Learning & Culture, College Stn, TX 77843 USA; [Ayar, Mehmet C.] Sci & Technol Res Council TURKEY TUBITAK, Sci & Soc Dept, Akay Cad 6 Bakanliklar, Ankara, Turkey; [Swan, Peter A.] Int Space Elevator Consortium, Mountain View, CA USA; [Jeong, Sophia (Sun Kyung)] Univ Georgia, Athens, GA 30602 USA; [Kim, Hyoungbum] Chungbuk Natl Univ, Cheongju Chungbuk 361763, South Korea; [Alvarez, Isabel; Gomez-Chacon, Ines Ma] Univ Complutense Madrid, E-28040 Madrid, Spain; [Ursini, Sonia] IPN, CINVESTAV, Mexico City, DF, Mexico; [Tinkle, Adam] Skidmore Coll, Saratoga Springs, NY 12866 USA; [Weis, Lois] SUNY Buffalo, Buffalo, NY 14260 USA; [Eisenhart, Margaret] Univ Colorado Boulder, Educ, Boulder, CO USA; [Cipollone, Kristin] Ball State Univ, Elementary Educ, Muncie, IN 47306 USA; [Stich, Amy E.] No Illinois Univ, De Kalb, IL 60115 USA; [Nikischer, Andrea B.] SUNY Buffalo, Adult Educ Dept Buffalo State, Buffalo, NY 14260 USA; [Hanson, Jarrod] Univ Colorado Denver, Denver, CO USA; [Leibrandt, Sarah Ohle] Western Interstate Commiss Higher Educ, Multistate Longitudinal Data Exchange, Boulder, CO USA; [Allen, Carrie D.] Univ Colorado Boulder, Sch Educ, Educ Psychol & Learning Sci, Boulder, CO USA; [Dominguez, Rachel] SUNY Buffalo, Educ Culture Policy & Soc, Buffalo, NY 14260 USA; [Mychajliw, Alexis M.; Kemp, Melissa E.; Hadly, Elizabeth A.] Stanford Univ, Stanford, CA 94305 USA; [Chung, So-Yeon] Ewha Womans Univ, Coll Educ, Dept Korean Educ, Seoul 120150, South Korea; [Connor, David J.] CUNY Hunter Coll, 695 Pk Ave, New York, NY 10065 USA; [Valle, Jan W.] CUNY City Coll, New York, NY 10031 USA; [Stieff, Mike] Univ Illinois, Learning Sci Res Inst, Dept Chem, Chicago, IL 60647 USA; [Uttal, David] Northwestern Univ, Dept Psychol, Evanston, IL 60208 USA; [Uttal, David] Northwestern Univ, Sch Educ & Social Policy, Evanston, IL 60208 USA; [Baber, Lorenzo DuBois] Univ Illinois, Dept Educ Policy Org & Leadership, Urbana, IL 61801 USA; [Thomas, Bibi; Watters, James J.] Queensland Univ Technol, Brisbane, Qld 4001, Australia; [Fuge, Mark; Carmean, Greg; Cornelius, Jessica; Elder, Ryan] Univ Maryland, Dept Mech Engn, College Pk, MD 20742 USA; [Drew, Joshua] Columbia Univ, Dept Ecol Evolut & Environm Biol, 1200 Amsterdam Ave, New York, NY 10027 USA; [Drew, Joshua] Amer Museum Nat Hist, Dept Vertebrate Zool, New York, NY 10024 USA; [Ritz, John M.] Old Dominion Univ, Norfolk, VA 23529 USA; [Fan, Szu-Chun] Natl Taiwan Normal Univ, Taipei, Taiwan; [Brown, Elizabeth R.] Univ N Florida, Dept Psychol, Jacksonville, FL 32224 USA; [Smith, Jessi L.; Allen, Jill M.] Montana State Univ, Dept Psychol, Bozeman, MT USA; [Thoman, Dustin B.; Muragishi, Gregg] Calif State Univ Long Beach, Dept Psychol, Long Beach, CA 90840 USA; [Caglar, Faruk; Shekhar, Shashank; Gokhale, Aniruddha; Basu, Satabdi; Rafi, Tazrian; Kinnebrew, John; Biswas, Gautam] Vanderbilt Univ, Dept Elect Engn & Comp Sci, Nashville, TN 37235 USA; 0; [Leon, Jaime] Univ Las Palmas Gran Canaria, Dept Educ, Las Palmas Gran Canaria 35004, Spain; [Nunez, Juan L.] Univ Las Palmas Gran Canaria, Dept Psychol & Sociol, Las Palmas Gran Canaria 35004, Spain; [Liew, Jeffrey] Texas A&M Univ, Dept Educ Psychol, College Stn, TX 77843 USA; Xavier Univ, Cincinnati, OH 45207 USA; [Martinez, Dominic F.] Univ Colorado, Off Inclus & Outreach, Colorado CTSI Educ Training & Career Dev Pillar, Aurora, CO USA; [Buchwald, Dedra S.] Univ Washington, Inst Translat Hlth Sci, Partnerships Nat Hlth, Reg Res Collaborat, Seattle, WA 98195 USA; [Rubio, Doris M.] Univ Pittsburgh, Inst Clin Res Educ, Pittsburgh, PA USA; [Moss, Marc] Univ Colorado, Dept Med, Colorado CTSI Educ Training & Career Dev Pillar, Aurora, CO USA; [Fore, Grant A.; Feldhaus, Charles R.; Sorge, Brandon H.] Indiana Univ Purdue Univ, STEM Educ Res Inst, Indianapolis, IN 46202 USA; [Agarwal, Mangilal; Varahramyan, Kody] Indiana Univ Purdue Univ, Integrated Nanosyst Dev Inst, Indianapolis, IN 46202 USA; [Feldhaus, Charles R.; Sorge, Brandon H.; Agarwal, Mangilal; Varahramyan, Kody] Indiana Univ Purdue Univ, Purdue Sch Engn & Technol, Indianapolis, IN 46202 USA; [Johnson-Glenberg, Mina C.; Snow, Erica L.] Arizona State Univ, Tempe, AZ 85281 USA; [Johnson-Glenberg, Mina C.] Radboud Univ Nijmegen, Nijmegen, Netherlands; [Birchfield, David A.] SMALLab Learning LLC, Los Angeles, CA 91601 USA; [Megowan-Romanowicz, Colleen] Arizona State Univ, Sacramento, CA 95826 USA; [Megowan-Romanowicz, Colleen] Modeling Teachers Assoc, Sacramento, CA 95826 USA; [Milner, Andrea R.] Adrian Coll, Adrian, MI 49221 USA; [Kant, Joanita M.; Burckhard, Suzette R.] S Dakota State Univ, Civil & Environm Engn, Brookings, SD 57007 USA; [Thunder, Wiyaka His Horse Is] S Dakota State Univ, Counseling & Human Resource Dev, Brookings, SD USA; [Meyers, Richard T.] S Dakota State Univ, Coll Arts & Sci, Tribal Liaison, Brookings, SD USA; Univ Wisconsin, Dept Educ Leadership & Policy Anal, Madison, WI 53706 USA; [Lin, Kuen-Yi; Yu, Kuang-Chao; Hsiao, Hsien-Sheng; Chu, Yih-Hsien; Chang, Yu-Shan; Chien, Yu-Hung] Natl Taiwan Normal Univ, Dept Technol Applicat & Human Resource Dev, 162 Heping East Rd,Sect 1, Taipei, Taiwan; [Wang, Hui-Hui] Purdue Univ, Youth Dev & Agr Educ, W Lafayette, IN 47907 USA; [Nam, Younkyeong] Sungkyunkwan Univ, Convergence Res Inst, Suwon 440746, South Korea; [Won, Samantha G. L.] Virginia Tech, Dept Learning Sci & Technol, Blacksburg, VA 24061 USA; [Evans, Michael A.] N Carolina State Univ, Friday Inst Educ Innovat, Dept Curriculum Instruct & Counselor Educ, Raleigh, NC 27695 USA; [Carey, Chelsea] Virginia Tech, Dept Biol Sci, Blacksburg, VA 24061 USA; [Schnittka, Christine G.] Auburn Univ, Dept Curriculum & Teaching, Auburn, AL 36849 USA; [Doll, Ronald] Drew Univ, RISE, Morristown, NJ USA; [Miller, Matthew] South Dakota State Univ, Brookings, SD USA; [Polizzi, Samuel J.] Kennesaw State Univ, Kennesaw, GA 30144 USA; [Ray, Herman E.] Kennesaw State Univ, Dept Stat & Analyt Sci, Stat, Kennesaw, GA USA; [Callahan, Brendan] Kennesaw State Univ, Dept Biol & Phys, Biol Educ, Kennesaw, GA USA; [Rushton, Gregory T.] Kennesaw State Univ, Chem, Kennesaw, GA USA; [Wallace, Eric W.; Perry, Justin C.] Cleveland State Univ, Dept Counseling Adm Supervis & Adult Learning, Cleveland, OH 44115 USA; [Ferguson, Robert L.; Jackson, Debbie K.] Cleveland State Univ, Cleveland, OH 44115 USA; [Campbell, Brian T.; Wilkinson, Carol A.; Shepherd, Pamela J.] Virginia Tech, Southern Piedmont AREC, Blackstone, VA 23824 USA; [Gray, Paula] King Arthur Flour, Bake Good Kids Program, Norwich, VT USA; [Wang, Jingying] Capital Normal Univ, Beijing 100048, Peoples R China; [Guo, Donghui] Beijing 15 Middle Sch, Beijing 100054, Peoples R China; [Jou, Min] Natl Taiwan Normal Univ, Taipei, Taiwan; [Top, Namik] Hitit Univ, Cevre Yolu Bulvari,Kuzey Kampusu, TR-19040 Corum, Turkey; [Sahin, Alpaslan] Harmony Publ Sch, Houston, TX USA; [Almus, Kadir] North Amer Univ, Houston, TX USA; [Levin, Douglas] Washington Coll Ctr Environm & Soc, Chestertown, MD 21620 USA; [Dickerson, Daniel] E Carolina Univ, Greenville, NC 27858 USA; Purdue Univ, W Lafayette, IN 47907 USA; [Han, Turgay] Kafkas Univ, Dept English Language & Literature, Kars, Turkey; [Miller, Beverly A. King] Univ Johannesburg, Dept Educ Curriculum & Instruct, ZA-2006 Auckland Pk, South Africa; Univ Calif San Diego, Dept Visual Arts, San Diego, CA 92103 USA; [Bouldin, Ryan M.] Bentley Univ, Sustainable Chem, Dept Nat & Appl Sci, Waltham, MA 02452 USA; [Hall, Gregory J.] Bentley Univ, Psychol, Dept Nat & Appl Sci, Waltham, MA USA; [Oches, Eric A.] Bentley Univ, Geol & Environm Sci, Waltham, MA USA; [Oches, Eric A.] Bentley Univ, Dept Nat & Appl Sci, Waltham, MA USA; [Szymanski, David W.] Bentley Univ, Geol, Dept Nat & Appl Sci, Waltham, MA USA; [Ledley, Fred D.] Bentley Univ, Ctr Integrat Sci & Ind, Waltham, MA USA; Macquarie Univ, Fac Human Sci, Sydney, NSW 2109, Australia; Michigan State Univ, E Lansing, MI 48824 USA; [Gough, Annette] RMIT Univ, Sch Educ, POB 71, Bundoora, Vic 3083, Australia; [Osei-Kofi, Nana] Oregon State Univ, Sch Language Culture & Soc, Corvallis, OR 97331 USA; [Torres, Lisette E.] Iowa State Univ, Sch Educ, Ames, IA 50011 USA; [Schelly, Chelsea] Michigan Technol Univ, Dept Social Sci, Houghton, MI 49931 USA; [Anzalone, Gerald; Wijnen, Bas; Pearce, Joshua M.] Michigan Technol Univ, Dept Mat Sci & Engn, Houghton, MI 49931 USA; [Pearce, Joshua M.] Michigan Technol Univ, Dept Elect & Comp Engn, Houghton, MI 49931 USA; 0; [Bossi, Emanuela] Univ Cattolica Sacro Cuore, I-20123 Milan, Italy; [Howitt, S. M.] Australian Natl Univ, Res Sch Biol, Canberra, ACT, Australia; [Wilson, A. N.] Australian Natl Univ, Res Sch Phys & Engn, Canberra, ACT, Australia; [Wilson, A. N.] Univ Oxford, Oxford Learning Inst, Oxford, England; [Bian, Zichao; Liao, Jun; Guo, Kaikai; Zheng, Guoan] Univ Connecticut, Biomed Engn, Storrs, CT 06269 USA; [Heng, Xin] Citium Advisors, Austin, TX 78746 USA; [Milton, Megan A.; Ratnasingham, Sujeevan] Univ Guelph, Biodivers Inst Ontario, Guelph, ON N1G 2W1, Canada; [Pierossi, Paola] Univ Alberta, Alberta Biodivers Monitoring Inst, Edmonton, AB, Canada; [Chapman, Sarah; Louw-Potgieter, Joha] Univ Cape Town, Sch Management Studies, Inst Monitoring & Evaluat, Sect Organisat Psychol, ZA-7925 Cape Town, South Africa; [Catala, Laure] Univ Cape Town, Dept Astron, ZA-7925 Cape Town, South Africa; [Catala, Laure] South African Astron Observ, Cape Town, South Africa; [Mauduit, Jean-Christophe; Govender, Kevin] Int Astron Union, Off Astron Dev, Cape Town, South Africa; Univ Virginia, Charlottesville, VA 22904 USA; [Wilkerson-Jerde, Michelle] Tufts Univ, Dept Educ, Medford, MA 02155 USA; [Wagh, Aditi; Wilensky, Uri] Northwestern Univ, Sch Educ & Social Policy, Evanston, IL 60208 USA; [Wilensky, Uri] Northwestern Univ, Dept Elect Engn & Comp Sci, Evanston, IL 60208 USA; [Wilensky, Uri] Northwestern Inst Complex Syst, Evanston, IL 60208 USA; [Basile, Vincent; Lopez, Enrique] Univ Colorado, Sch Educ, Boulder, CO 80309 USA; [Douglas, K. Anna] Purdue Univ, Inst Engn Res & Learning INSPIRE P12, W Lafayette, IN 47907 USA; [Strobel, Johannes] Texas A&M Univ, Dwight Look Coll Engn, College Stn, TX 77843 USA; [Strobel, Johannes] Texas A&M Univ, Coll Educ & Human Dev, College Stn, TX 77843 USA; [Abrahamse, Augusta; Quiroga, Carla] Univ Privada Boliviana, Cochabamba, Bolivia; [Johnson, Mathew; Medsker, Larry; Scipione, Ruth] Siena Coll, Loudonville, NY 12211 USA; [Levinson, Nanette] Amer Univ, Washington, DC 20016 USA; [Pearce, Joshua M.] Michigan Technol Univ, Houghton, MI 49931 USA; [De Meester, Jolien; Dehaene, Wim] Katholieke Univ Leuven, ESAT, Dept Elect Engn, Leuven, Belgium; [Knipprath, Heidi] Katholieke Univ Leuven, Res Inst Work & Soc, HIVA, Leuven, Belgium; [Thielemans, Jan] Secondary Sch Heilig Graf, Turnhout, Belgium; [De Cock, Mieke] Katholieke Univ Leuven, Dept Phys & Astron, Leuven, Belgium; [Langie, Greet] Katholieke Univ Leuven, Dept Mech Ind Engn, Leuven, Belgium; [Krentz, Madeline; Garneau-Tsodikova, Sylvie] Univ Kentucky, Pharmaceut Sci, Lexington, KY USA; [Stamp, Nancy; Tan-Wilson, Anna] SUNY Binghamton, Dept Biol Sci, Binghamton, NY 13902 USA; [Silva, Alexsa] SUNY Binghamton, Dept Chem, Binghamton, NY USA; [Curtis-Fisk, Jaime] Dow Chem Co USA, Midland, MI 48674 USA; [Fogel, April] Univ Southern Mississippi, Polymer Sci & Engn, Hattiesburg, MS USA; [Morgan, Sarah] Univ Southern Mississippi, Sch Polymers & High Performance Mat, Hattiesburg, MS USA; [Brownlow, James] Hattiesburg High Sch, Hattiesburg, MS USA; [Cornetta, Gianluca] Univ San Pablo, CEU, Dept Informat Engn, E-28668 Madrid, Spain; [Touhafi, Abdellah] Vrije Univ Brussel, Dept Ind Engn Sci INDI, B-1050 Brussels, Belgium; [Togou, Mohammed Amine; Muntean, Gabriel-Miro] Dublin City Univ, Performance & Engn Lab, Dublin 9, Ireland; [Shi, Ying] Syracuse Univ, Dept Publ Adm & Int Affairs, 215 Eggers Hall, Syracuse, NY 13244 USA; 0; [Staus, Nancy L.; Dierking, Lynn] Oregon State Univ, Corvallis, OR 97331 USA; [Lesseig, Kristin] Washington State Univ, Vancouver, WA USA; [Lamb, Richard] SUNY Buffalo, Buffalo, NY USA; [Falk, John] Inst Learning Innovat, Portland, OR USA; [Cadenas, German A.; Lynn, Nathalie] Lehigh Univ, Bethlehem, PA 18015 USA; [Cantu, Elizabeth Angelica; Spence, Tameka; Ruth, Alissa] Arizona State Univ, Tempe, AZ 85287 USA; [Sondergeld, Toni A.; Provinzano, Kathleen] Drexel Univ, Sch Educ, Philadelphia, PA 19104 USA; [Johnson, Carla C.] North Carolina State Univ, Coll Educ, Raleigh, NC USA; [Togou, Mohammed Amine; Muntean, Gabriel-Miro] Dublin City Univ, Performance Engn Lab, Dublin 9, Ireland; [Lorenzo, Covadonga; Cornetta, Gianluca] Univ San Pablo CEU, Campus Monteprincipe Alcorcon, Madrid 28925, Spain; [Chen, Jyun-Chen] Natl Acad Educ Res, Res Ctr Testing & Assessment, New Taipei, Taiwan; [Huang, Yun; Lin, Kuen-Yi; Chang, Yu-Shan; Lin, Hung-Chang; Hsiao, Hsien-Sheng] Natl Taiwan Normal Univ, Dept Technol Applicat & Human Resource Dev, 162,Sec 1,Heping E Rd, Taipei 106, Taiwan; [Lin, Chien-Yu] Natl Appl Res Labs, Sci & Technol Policy Res & Informat Ctr, Taipei, Taiwan; [Hsiao, Hsien-Sheng] Natl Taiwan Normal Univ, Chinese Language & Technol Ctr, Taipei, Taiwan; [Hsiao, Hsien-Sheng] Natl Taiwan Normal Univ, Inst Res Excellence Learning Sci, Taipei, Taiwan; [McWhirter, Ellen Hawley] Univ Oregon, Counseling Psychol, Eugene, OR 97403 USA; [Cinamon, Rachel Gali] Tel Aviv Univ, Sch Educ, Dept Counseling & Special Educ, Tel Aviv, Israel; [Dickes, Amanda Catherine] Gulf Maine Res Inst, Portland, ME 04101 USA; [Farris, Amy Voss] Penn State Univ, University Pk, PA 16802 USA; [Sengupta, Pratim] Univ Calgary, Werklund Sch Educ, Calgary, AB, Canada; [Stammes, Hanna; Henze, Ineke; de Vries, Marc] Delft Univ Technol, Dept Sci Educ & Commun, Lorentzweg 1, NL-2628 CJ Delft, Netherlands; [Barendsen, Erik] Radboud Univ Nijmegen, Dept Sci Educ, Nijmegen, Netherlands; [Barendsen, Erik] Open Univ, Dept Comp Sci, Nijmegen, Netherlands; [Yoon, Jiyoon] Univ Texas Arlington, Curriculum & Instruct, 502 Yates St, Arlington, TX 76019 USA; [Kim, Kyoung Jin] Boston Univ, Early Childhood Educ, Boston, MA 02215 USA; [Koo, Katie] Texas A&M Univ, Higher Educ & Learning Technol, Commerce, TX USA; [Harlow, Ashley] Univ Calif Irvine, Sch Educ, Irvine, CA USA; [Lo, Stanley M.] Univ Calif San Diego, Div Biol Sci, Sect Cell & Dev Biol, San Diego, CA 92103 USA; [Lo, Stanley M.] Univ Calif San Diego, Program Math & Sci Educ, San Diego, CA 92103 USA; [Saichaie, Kem] Univ Calif Davis, Ctr Educ Effectiveness, Davis, CA 95616 USA; [Sato, Brian K.] Univ Calif Irvine, Dept Mol Biol & Biochem, Irvine, CA 92697 USA; [Campbell, Laurie O.; Heller, Samantha; Pulse, Lindsay] Univ Cent Florida, Dept Learning Sci & Educ Res, Orlando, FL 32816 USA; [Davenport, Carol; Dele-Ajayi, Opeyemi; Emembolu, Itoro; Morton, Richard; Padwick, Annie; Portas, Antonio; Sanderson, Jonathan; Shimwell, Joe; Stonehouse, Jane; Strachan, Rebecca; Wake, Leanne; Wells, Gary; Woodward, John] Univ Northumbria Newcastle, Fac Engn & Environm, Newcastle Upon Tyne, Tyne & Wear, England; [Rezayat, Fahimeh; Sheu, Myron] Calif State Univ Dominguez Hills, Dept Informat Syst & Operat Management, Carson, CA 90747 USA; [Pleasants, Jacob] Keene State Coll, Putnam Sci Ctr, Keene, NH 03431 USA; [Olson, Joanne K.; De La Cruz, Iliana] Texas A&M Univ, Dept Teaching Learning & Culture, College Stn, TX USA; [Maiorca, Cathrine] Calif State Univ Long Beach, Dept Teacher Educ, 1250 Bellflower BLVD MS-2201, Long Beach, CA 90840 USA; [Roberts, Thomas] Bowling Green State Univ, Sch Teaching & Learning, 529 Educ Bldg, Bowling Green, OH 43403 USA; [Jackson, Christa; Delaney, Ashley] Univ Cent Florida, Coll Community Innovat & Educ, Sch Teacher Educ, POB 161250, Orlando, FL 32816 USA; [Bush, Sarah; Mohr-Schroeder, Margaret J.] Iowa State Univ, Sch Educ, 2642A Lagomarcino Hall,901 Stange Rd, Ames, IA 50011 USA; [Soledad, Soledad Yao] Univ Kentucky, 105 TEB, Lexington, KY 40506 USA; [Lin, Kuen-Yi] Natl Taiwan Normal Univ, Dept Technol Applicat & Human Resource Dev, 162 Heping East Rd,Sect 1, Taipei 106, Taiwan; [Hsiao, Hsien-Sheng] Natl Taiwan Normal Univ, Inst Res Excellence Learning Sci, Chinese Language & Technol Ctr, Dept Technol Applicat & Human Resource Dev, Taipei, Taiwan; [Williams, P. John] Curtin Univ, Sch Educ, Perth, WA, Australia; [Chen, Yu-Han] Natl Taiwan Normal Univ, Dept Technol Applicat & Human Resource Dev, Taipei, Taiwan; [Hetherington, Lindsay; Chappell, Kerry; Ruck Keene, Hermione; Wren, Heather; Hathaway, Charlotte] Univ Exeter, Grad Sch Educ, St Lukes Campus,Heavitree Rd, Exeter EX1 2LU, Devon, England; [Cukurova, Mutlu] UCL, Inst Educ, London, England; [Sotiriou, Sofoklis] Ellinogermaniki Agogi, Athens, Greece; [Bogner, Franz] Univ Bayreuth, Dept Biol Educ, Bayreuth, Germany; [Hytten, Kathy] Univ North Carolina Greensboro, Greensboro, NC 27412 USA; [Stemhagen, Kurt] Virginia Commonwealth Univ, Richmond, VA 23284 USA; [Mellen, Johanna; Angervall, Petra] Univ Gothenburg, Dept Educ & Special Educ, Gothenburg, Sweden; [Angervall, Petra] Univ Boras, Dept Educ Dev & Res, Boras, Sweden; [Ardito, Gerald] Pace Univ, Sch Educ, New York, NY 10038 USA; [Czerkawski, Betuel] Univ Arizona, Educ Technol & Informat, Tucson, AZ USA; [Scollins, Lauren] Pierre Van Cortlandt Middle Sch, 3 Glen Pl, Croton On Hudson, NY 10520 USA; [Rusk, Fredrik; Ronning, Wenche] Nord Univ, Fac Educ & Arts, Bodo, Norway; [Andres Carmona-Mesa, Jaime; Cardona Zapata, Monica Eliana; Castrillon-Yepes, Alexander] Univ Antioquia, Medellin, Antioquia, Colombia; [Mnguni, Lindelani] Univ Witwatersrand, Fac Hlth Sci, Ctr Hlth Sci Educ, Johannesburg, South Africa; [Mokiwa, Hamza] Univ South Africa, Dept Sci & Technol Educ, Preller St, Pretoria, South Africa; [Baptista, Monica; Costa, Estela; Martins, Iva] Univ Lisbon, Inst Educ, Alameda Univ, P-1649013 Lisbon, Portugal; [Dhurumraj, Thasmai; Ramaila, Sam; Raban, Ferhana] Univ Johannesburg, Fac Educ, Dept Sci & Technol Educ SCITECHED, Auckland Pk Kingsway Campus, Johannesburg, South Africa; [Ashruf, Ahmed] Univ Witwatersrand, 1 Jan Smuts Ave, ZA-2000 Johannesburg, South Africa; [Makamure, Chipo] Univ South Africa UNISA, Dept Sci & Technol Educ, Pretoria, South Africa; [Tsakeni, Maria] Univ Free State, Sch Math Sci & Technol Educ, Bloemfontein, South Africa; [Sagoo, M. G.] Kings Coll London, Sch Ctr Educ, London, England; [Kolne, Kendall; Lindsay, Sally] Holland Bloorview Kids Rehabil Hosp, Bloorview Res Inst, Toronto, ON, Canada; [Lindsay, Sally] Univ Toronto, Toronto, ON, Canada; [Cannon, Kama Lee; Carr, Marsha L.] Univ North Carolina Wilmington, Dept Educ Leadership, Wilmington, NC 28403 USA; [Gencer, Ayse Savran] Pamukkale Univ, Fac Educ, Dept Sci Educ, Denizli, Turkey; [Dogan, Hilmi] Minist Natl Educ, Antalya, Turkey; [Oliynyk, Viktor V.] Natl Acad Educ Sci Ukraine Academician, Kiev, Ukraine; [Oliynyk, Viktor V.] SIHE Univ Educ Management, NAES Ukraine, Kiev, Ukraine; [Samoylenko, Oleksandr M.] Natl Univ Life & Environm Sci Ukraine, Dept Informat Syst & Technol, Kiev, Ukraine; [Batsurovska, Ilona, V] Mykolayiv Natl Agr Univ, Dept Elect Power Engn Elect Engn & Elect Mech, Mykolaiv, Ukraine; [Dotsenko, Nataliia A.] Mykolayiv Natl Agr Univ, Dept Gen Tech Disciplines, Mykolaiv, Ukraine; [Evripidou, Salomi; Georgiou, Kyriakoula; Zinonos, Zinon; Chatzichristofis, Savvas A.] Neapolis Univ Pafos, Dept Comp Sci, Intelligent Syst Lab, CY-8042 Paphos, Cyprus; [Doitsidis, Lefteris] Tech Univ Crete, Sch Prod Engn & Management, Khania 73100, Greece; [Amanatiadis, Angelos A.] Democritus Univ Thrace, Dept Prod & Management Engn, Xanthi 67100, Greece; [Sarmiento, Celina P.; Morales, Marie Paz E.; Elipane, Levi E.; Palomar, Brando C.] Philippine Normal Univ, Manila, Philippines; [Chiang, Feng-Kuang] Shanghai Normal Univ, Coll Educ, Dept Educ Technol, Shanghai, Peoples R China; [Maksimovic, Jelena Z.; Osmanovic, Jelena S.; Mamutovic, Anastasija S.] Univ Nis, Dept Pedag, Cirila & Metodija 2, Nish 18000, Serbia; [Cedere, Dagnija; Birzina, Rita] Univ Latvia, Jelgavas Str 1, LV-1004 Riga, Latvia; [Pigozne, Tamara] Univ Latvia, Imantas linija 7-1, LV-1083 Riga, Latvia; [Vasilevskaya, Elena] Belarusian State Univ, Nezavisimosti Ave 4, Minsk 220030, BELARUS; [Hata, Nur Fatahiyah Mohamed; Mahmud, Siti Nur Diyana] Univ Kebangsaan Malaysia, Fak Pendidikan, Ukm Bangi 43600, Selangor, Malaysia; [Levanova, Elena A.; Seryakova, Svetlana B.; Pushkareva, Tatyana, V] Moscow Pedag State Univ, Dept Social Pedag & Psychol, Fac Pedag & Psychol, Moscow, Russia; [Galustyan, Olga, V; Yezhov, Alexey, V] Southern Fed Univ, Dept Educ & Pedag Sci, Rostov Na Donu, Russia; [Serykh, Anna B.] Immanuel Kant Baltic Fed Univ, Inst Educ, Kaliningrad, Russia; [Rehmat, Abeera P.] Indiana Univ, Ctr Res Learning & Technol, Bloomington, IN 47405 USA; [Hartley, Kendall] Univ Nevada, Dept Teaching & Learning, Educ Technol, Las Vegas, NV 89154 USA; [Thompson, Meredith; Wang, Annie; Bilgin, Cigdem Uz; Anteneh, Melat; Roy, Dan; Tan, Philip; Eberhart, Rik; Klopfer, Eric] MIT, 77 Massachusetts Ave, Cambridge, MA 02139 USA; [Pellas, Nikolaos] Univ Western Macedonia, Kastoria, Greece; [Mystakidis, Stylianos] Univ Patras, Patras, Greece; [Ceylan, Remziye; Malcok, Beyza Akcay] Yildiz Tech Univ, Dept Basic Educ, Fac Educ, Davutpasa Kampusu,A-308, Istanbul, Turkey; [Ozkul, Hicran] Kutahya Dumlupinar Univ, Grad Sch Educ Sci, Dept Elementary Educ, Kutahya, Turkey; [Ozden, Muhammet] Kutahya Dumlupinar Univ, Fac Educ, Dept Elementary Educ, Kutahya, Turkey; [Shakirova, Nurzhanat] Abai Kazakh Natl Pedag Univ, Dept Geog Ecol & Tourism, Alma Ata, Kazakhstan; [Al Said, Nidal] Ajman Univ, Coll Mass Commun, Ajman, U Arab Emirates; [Konyushenko, Svetlana] Immanuel Kant Baltic Fed Univ, Kaliningrad, Russia; [Kersanszki, Tamas] Obuda Univ, Budapest, Hungary; [Nadai, Laszlo] Obuda Univ, Fac Elect Engn, Budapest, Hungary; [Nadai, Laszlo] Obuda Univ, Strateg Dev, Budapest, Hungary; [Simonics, Istvan] Obuda Univ, Kalman Kando Fac Elect Engn, Agoston Trefort Ctr Engn Educ, Budapest, Hungary; [Hetzl, Andrea] Bethlen Gabor Secondary Grammar Sch, Budapest, Hungary; [Aydogdu, Bulent] Afyon Kocatepe Univ, Fac Educ, Dept Math & Sci Educ, Afyon, Turkey; [Kasapoglu, Koray] Afyon Kocatepe Univ, Fac Educ, Dept Educ Sci, Afyon, Turkey; [Duban, Nil] Afyon Kocatepe Univ, Fac Educ, Dept Primary Educ, Afyon, Turkey; [Ay, Tugba Selanik] Afyon Kocatepe Univ, Fac Educ, Dept Turkish & Social Sci Educ, Afyon, Turkey; [Ozdinc, Fatih] Afyon Kocatepe Univ, Fac Educ, Dept Comp Educ & Instruct Technol, Afyon, Turkey; [Perez Maldonado, Yara; De La Cruz Burelo, Eduard] Natl Polytech Inst, Program Sci Technol & Soc, Ctr Res & Adv Studies, Mexico City, DF, Mexico; [De La Cruz Burelo, Eduard] Natl Polytech Inst, Dept Phys, Ctr Res & Adv Studies, Mexico City, DF, Mexico; [Vicario Solorzano, Claudia Marina] Natl Polytech Inst, Sect Postgrad Studies & Res, Interdisciplinary Profess Unit Engn & Social & Ad, Mexico City, DF, Mexico; [Zarei, Ataollah; Ahmadi, Arash] Univ Windsor, Dept Elect & Comp Engn, Windsor, ON, Canada; [Mohd-Yusof, Khairiyah] Univ Teknol Malaysia, Ctr Engn Educ, Skudai, Johor, Malaysia; [Kolivand, Hoshang; Al-Hamar, Yousef] Liverpool John Moores Univ, Dept Comp Sci, Liverpool, Merseyside, England; [Kutnick, Peter] Kings Coll London, Sch Educ Commun & Soc, Waterloo Rd, London SE1 9NH, England; [Lee, Betty Pok-Yee] Univ Hong Kong, Fac Educ, Meng Wah Complex,Pokfulam Rd, Hong Kong, Peoples R China; [Chan, Rosanna Yuen-Yan] Chinese Univ Hong Kong, Dept Informat Engn, Shatin NT, Ho Sin Hang Engn Bldg, Hong Kong, Peoples R China; [Chan, Cecilia Ka Yuk] Univ Hong Kong, Cent Podium, Ctr Enhancement Teaching & Learning, Pokfulam Rd, Hong Kong, Peoples R China; [Franck, Karen L.] Univ Tennessee, Dept Family & Consumer Sci, Knoxville, TN 37996 USA; [Donaldson, Joseph L.] North Carolina State Univ, Dept Agr & Human Sci, Raleigh, NC 27695 USA; [Shmeleva, Evgeniia] Natl Res Univ Higher Sch Econ, Inst Educ, Ctr Sociol Higher Educ, Moscow, Russia; [Froumin, Isak] Natl Res Univ Higher Sch Econ, Inst Educ, 20 Myasnitskaya Str, Moscow 101000, Russia; [Ozdemir, Huseyin] Mehmet Halit Baki Anadolu Lisesi, Bursa, Turkey; [Aciksoz, Arif] Minist Natl Educ, TR-42060 Konya, Turkey; [Ozkan, Yakup] Minist Natl Educ, TR-06620 Ankara, Turkey; [Dokme, Ilbilge] Gazi Univ, Fac Educ, Dept Sci Educ, Ankara, Turkey; [Vaitekaitis, Jogaila] Vilnius Univ, Fac Philosophy, Dept Educ Sci, 9-1 Univ, LT-01513 Vilnius, Lithuania; [Califf, Christopher B.] Western Washington Univ, Coll Business & Econ, Bellingham, WA 98225 USA; [Gutierrez-Carreon, Gustavo; Pena-Gomar, Mary-Carmen] Univ Michoacana, Morelia, Michoacan, Mexico; [Daradoumis, Thanasis; Jorba, Josep] Open Univ Catalonia, Barcelona, Spain; [Hu, Hang; Li, Yaxin; Yang, Yang; Su, Yifei; Du, Shuang] Southwest Univ, Fac Educ, Chongqing, Peoples R China; [Du, Shuang] Sichuan Int Studies Univ, Educ Technol Ctr, Zhuangzhi Rd, Chongqing, PR, Peoples R China; [Nong, Liqiao; Liu, Geping] Southwest Univ, Ctr Studies Educ & Psychol Ethn Minor, 2 Tiansheng Rd, Chongqing 400715, Peoples R China; [Zhang, Lanlan] Southwest Univ, Fac Educ, 2 Tiansheng Rd, Chongqing 400715, Peoples R China; [Clark, Renee M.; Bedewy, Mostafa; Gomez, Andres; Luangkesorn, Louis] Univ Pittsburgh, Swanson Sch Engn, Ind Engn, Benedum Hall,3700 OHara St, Pittsburgh, PA 15261 USA; [Clark, Renee M.] Univ Pittsburgh, Swanson Sch Engn, Engn Educ Res Ctr EERC, Assessment, Benedum Hall,3700 OHara St, Pittsburgh, PA 15261 USA; [Dickerson, Samuel] Univ Pittsburgh, Swanson Sch Engn, Comp Engn, Benedum Hall,3700 OHara St, Pittsburgh, PA 15261 USA; [Chen, Kevin P.; Dallal, Ahmed; Hu, Jingtong; Kerestes, Robert] Univ Pittsburgh, Swanson Sch Engn, Elect & Comp Engn, Benedum Hall,3700 OHara St, Pittsburgh, PA 15261 USA; [Kerestes, Robert] Univ Pittsburgh, Swanson Sch Engn, Elect Engn, Benedum Hall,3700 OHara St, Pittsburgh, PA 15261 USA; [Liu, Zi-Yu] GuangXi Normal Univ, Sch Foreign Language, Guilin, Peoples R China; [Chubarkova, Elena] Russian State Vocat Pedag Univ, Inst Informat Syst, Ekaterinburg, Russia; [Kharakhordina, Marina] Russian State Vocat Pedag Univ, Ekaterinburg, Russia; [Naidoo, Jayaluxmi] Univ KwaZulu Natal, Postgrad Certificate Educ PGCE Math & Comp Sci Ed, Main Tutorial Bldg,Room CU 118,Edgewood Campus, Durban, South Africa; [Singh-Pillay, Asheena] Univ KwaZulu Natal, Educ BEd Programmes Sci & Technol Educ, Main Tutorial Bldg,Room A147,Edgewood Campus, Durban, South Africa; [Aydin, Ganime] Canakkale 18 Mart Univ Lapseki Meslek Yuksekokulu, Canakkale, Turkey; [Sabirova, Fairuza] Kazan Fed Univ, Yelabuga, Russia; [Vinogradova, Marina] Russian State Social Univ, Res Inst, Moscow, Russia; [Isaeva, Anastasia] Tula State Univ, Dept Foreign Languages, Tula, Russia; [Litvinova, Tatiana] Sechenov First Moscow State Med Univ, Moscow, Russia; [Kudinov, Sergey] RUDN Univ, Dept Social & Differential Psychol, Moscow, Russia; [Norm Lien, Yu-Cheng; Wu, Wen-Jong] Natl Taiwan Univ, Dept Engn Sci & Ocean Engn, Taipei 10617, Taiwan; [Lu, Yu-Ling] Natl Taipei Univ Educ, Dept Sci Educ, Taipei 10671, Taiwan; [Brown, Mark] Colorado State Univ, Clin Sci, Ft Collins, CO 80523 USA; [Brown, Mark] Colorado State Univ, Student Engagement Programs, Ft Collins, CO 80523 USA; [Hitt, Matthew P.] Colorado State Univ, Polit Sci, Ft Collins, CO 80523 USA; [Hitt, Matthew P.; Stephens, Alyssa] Colorado State Univ, Inst Res Social Sci, Ft Collins, CO 80523 USA; [Dickmann, Ellyn M.] Colorado State Univ, Ft Collins, CO 80523 USA; [Bevz, Valentyna] Natl Pedag Dragomanov Univ, Kiev, Ukraine; [Dmytriienko, Oksana] Poltava VG Korolenko Natl Pedag Univ, Poltava, Ukraine; [Nguyen Hoai Nam] Hanoi Natl Univ Educ, Philosophy & Methodol Technol Educ, 136 Xuanthuy, Hanoi, Vietnam; [Nguyen Hoai Nam; Le Xuan Quang] Hanoi Natl Univ Educ, Fac Technol Educ, 136 Xuanthuy, Hanoi, Vietnam; [Le Xuan Quang] Hanoi Natl Univ Educ, Univ Educ Publishing House, 136 Xuanthuy, Hanoi, Vietnam; [Nguyen Van Hien] Hanoi Natl Univ Educ, Philosophy & Methodol Biol Educ, 136 Xuanthuy, Hanoi, Vietnam; [Nguyen Van Hien] Hanoi Natl Univ Educ, Fac Biol, 136 Xuanthuy, Hanoi, Vietnam; [Nguyen Van Bien] Fac Phys, Philosophy & Methodol Phys Educ, 136 Xuanthuy, Hanoi, Vietnam; [Nguyen Thi Thu Trang] Ho Chi Minh City Univ Educ, STEM Educ Ctr, 280 Anduongvuong,Dist 5, Hochiminh City, Vietnam; [Nguyen Thi Thu Trang; Thai Hoai Minh] Ho Chi Minh City Univ Educ, Fac Chem, 280 Anduongvuong,Dist 5, Hochiminh City, Vietnam; [Le Hai My Ngan] Ho Chi Minh City Univ Educ, Fac Phys, 280 Anduongvuong,Dist 5, Hochiminh City, Vietnam; [Hsu, Shihkuan; Sung, Chia-Chi; Sheen, Horn-Jiunn] Natl Taiwan Univ, Taipei, Taiwan; [Nurkovic, Rahman] Univ Sarajevo, Zmaja Bosne 33-35, Sarajevo 71000, Bosnia & Herceg; [Reyna, Jorge] Royal Australia & New Zealand Coll Ophthalmologis, Surry Hills, NSW 2010, Australia; [Meier, Peter] Univ Technol Sydney, Fac Sci, Students & Serv, Ultimo, NSW 2007, Australia; [Marder, Michael] Univ Texas Austin, UTeach, Austin, TX 78712 USA; [David, Bernard] Univ Texas Austin, STEM Educ, Austin, TX 78712 USA; [Hamrock, Caitlin] E3 Alliance, Res, Austin, TX USA; [Tripon, Cristina] Univ Bucharest, Dept Social Sci, Res Inst, Bucharest, Romania; [Gabureanu, Simona] Univ Politehn Bucuresti, Dept Teaching Career Teacher Training, Bucharest, Romania; [Gabureanu, Simona] Univ Politehn Bucuresti, Social Sci Dept, Bucharest, Romania; [Grimmon, A. S.; Cramer, J.; Yazilitas, D.; Smeets, I.; De Bruyckere, P.] Leiden Univ, IBL Sylviusweg 72, NL-2333 BE Leiden, Netherlands; [Pinger, Cody W.; Geiger, Morgan K.; Spence, Dana M.] Michigan State Univ, Inst Quantitat Hlth Sci & Engn, E Lansing, MI 48824 USA; [Spence, Dana M.] Michigan State Univ, Dept Biomed Engn, E Lansing, MI 48824 USA; [Geiger, Morgan K.] Michigan State Univ, Dept Chem, E Lansing, MI 48824 USA; [John, Jennifer E.; Nelson, Paul A.; Klenczar, Brittany; Robnett, Rachael D.] Univ Nevada, Dept Psychol, 4505 S Maryland Pkwy, Las Vegas, NV 89154 USA; [Barnes, Jaclyn; Vasey, Eric] Michigan Tech, Houghton, MI USA; [FakhrHosseini, S. Maryam] MIT, AgeLab, 77 Massachusetts Ave, Cambridge, MA 02139 USA; [Park, Chung Hyuk] George Washington Univ, Biomed Engn, Washington, DC USA; [Jeon, Myounghoon] Virginia Tech, Ind & Syst Engn & Comp Sci, Blacksburg, VA 24061 USA; [Osadchyi, Viacheslav V.] Bogdan Khmelnitsky Melitopol State Pedag Univ, Dept Comp Sci & Cybernet, Melitopol, Ukraine; [Valko, Nataliya V.; Kushnir, Nataliya O.] Kherson State Univ, Chair Informat Software Engn & Econ Cybernet, Kherson, Ukraine; [Daher, Wajeeh] An Najah Natl Univ, Educ, Nablus, Palestine; [Daher, Wajeeh] Al Qasemi Acad Coll Educ, MTeach Program, Baka, Israel; [Shahbari, Juhaina Awawdeh] Al Qasemi Acad Coll Educ, MEd Program Math Educ, Baka, Israel; [Shahbari, Juhaina Awawdeh] Sakhnin Coll Educ, Sakhnin, Israel; [Stella, Massimo] Complex Sci Consulting, Via Amilcare Foscarini 2, I-73100 Lecce, Italy; [Gencer, Ayse Savran] Pamukkale Univ, Fac Educ, Denizli, Turkey; [Dogan, Hilmi] Minist Natl Educ, Yenikoy Middle Sch, Antalya, Turkey; [Bilen, Kadir] Alanya Alaaddin Keykubat Univ, Fac Educ, Antalya, Turkey; [Anisimova, Tatyana, I; Sabirova, Fairuza M.; Shatunova, Olga, V] Kazan Fed Univ, Elabuga Inst, Yelabuga, Russia; [Keller, Lisa; John, Isabel] Univ Appl Sci Wurzburg Schweinfurt, Wurzburg, Germany; [Lalos, Aris S.; Kalogeras, Athanasios] ISI, Athena Res Ctr, Athens, Greece; [Kiourt, Chairi] ILSP, Athena Res Ctr, Athens, Greece; [Kalles, Dimitrios] Hellen Open Univ, Patras, Greece; [Park, Do-Yong] Illinois State Univ, Coll Educ, Normal, IL 61790 USA; [Bae, Dae Hwan] Royal Univ Phnom Penh, Dept Telecommun & Elect Engn, Fac Engn, Russian Federat Blvd, Toul Kork, Phnom Penh, Cambodia; [Chiang, Feng-Kuang] Shanghai Normal Univ, Coll Educ, Dept Educ Technol, Shanghai 200234, Peoples R China; [Li, Li; Cai, Rui Heng; Wang, Shan] Beijing Normal Univ, Fac Educ, Sch Educ Technol, Beijing 100875, Peoples R China; [Thomson, Margareta M.] North Carolina State Univ, Coll Educ, Educ Psychol Teacher Educ & Learning Sci Dept, Raleigh, NC 27695 USA; [Walkowiak, Temple A.] North Carolina State Univ, Coll Educ, Math Educ Teacher Educ & Learning Sci Dept, Raleigh, NC 27695 USA; [Whitehead, Ashley N.] Appalachian State Univ, Reich Coll Educ, Boone, NC 28608 USA; [Huggins, Erin] North Carolina State Univ, Friday Inst, Raleigh, NC 27695 USA; [Zheng, Juan] McGill Univ, Dept Educ Counselling & Psychol, Montreal, PQ H3A 1Y9, Canada; [Xing, Wanli] Univ Florida, Sch Teaching & Learning, Gainesville, FL 32601 USA; [Zhu, Gaoxia; Zhao, Henglv] Univ Toronto, Ontario Inst Studies Educ, 100 Coll St, Toronto, ON M5S 1V6, Canada; [Chen, Guanhua; Xie, Charles] Concord Consortium, Concord, MA 01742 USA; [Zheng, Juan; Xing, Wanli; Zhu, Gaoxia; Chen, Guanhua; Zhao, Henglv; Xie, Charles] Learning Genome Collaborat, Natick, MA USA; [Chong, Isis] Purdue Univ, W Lafayette, IN 47907 USA; [Proctor, Robert W.] Purdue Univ, Dept Psychol Sci, W Lafayette, IN 47907 USA; [Quigley, Cassie F.; Shekell, Calli] Univ Pittsburgh, Sch Educ, Pittsburgh, PA 15260 USA; [Herro, Dani] Clemson Univ, Coll Educ, Clemson, SC USA; [Cian, Heidi] Florida Int Univ, Miami, FL 33199 USA; [Jacques, Lori] Louisana Tech Univ, Ruston, LA USA; [Song, Miran] Beijing Normal Univ, Fac Educ, Beijing, Peoples R China; [Siegel, Debbie; Giamellaro, Michael] Inst Learning Innovat, 9450 SW Gemini Dr 79315, Beaverton, OR 97008 USA; [Li, Yeping] Texas A&M Univ, College Stn, TX 77843 USA; [Schoenfeld, Alan H.] Univ Calif Berkeley, Berkeley, CA 94720 USA; [Huffman, Tanner J.] Coll New Jersey, Integrat STEM Educ, Ewing, NJ 08618 USA; [Mentzer, Nathan] Purdue Univ, Technol Leadership & Innovat & Curriculum & Instr, W Lafayette, IN 47907 USA; [Li, Sen; Chu, JiaRu; Li, Baoqing] Univ Sci & Technol China, Dept Precis Machinery & Precis Instrumentat, 96 Jinzhai Rd, Hefei 230027, Anhui, Peoples R China; [Li, Sen; Chang, Yu; Pan, Tingrui] Chinese Acad Sci, Shenzhen Inst Adv Technol, 1068 Xueyuan Ave, Shenzhen 518055, Guangdong, Peoples R China; [Pan, Tingrui] Univ Calif Davis, Dept Biomed Engn, Micronano Innovat MINI Lab, One Shields Ave, Davis, CA 95616 USA; [Alabi, Micheal Omotayo] North West Univ, Fac Engn Dev & Management Engn, Potchefstroom, South Africa; [de Beer, Deon Johan] Cent Univ Technol, Dept Innovat & Commercializat Addit Mfg, Bloemfontein, South Africa; [Wichers, Harry; Kloppers, Cornelius P.] North West Univ, Fac Engn, Sch Mech Engn, Potchefstroom Campus, Potchefstroom, South Africa; [Wu, Yonghe; Guo, Shouchao; Zhu, Lijuan] East China Normal Univ, Fac Educ, Dept Educ Informat Technol, Shanghai, Peoples R China; [Zhu, Lijuan] Shanghai JianQiao Univ, Coll Informat Technol, Shanghai, Peoples R China; [Lee, Irene] MIT, 77 Massachusetts Ave, Cambridge, MA 02139 USA; [Grover, Shuchi] Stanford Univ, Looking Glass Ventures, Stanford, CA 94305 USA; [Martin, Fred] Univ Massachusetts, Lowell, MA USA; [Pillai, Sarita; Malyn-Smith, Joyce] Educ Dev Ctr, Waltham, MA USA; [Henderson, J. Bryan] Arizona State Univ, Tempe, AZ 85287 USA; [Shah, Niral] Univ Washington, Seattle, WA 98195 USA; [Shooter, Amelia; Cooper, Sarah L.] Birmingham City Univ, Sch Law, Birmingham, W Midlands, England; [York, Sarah; Orgill, MaryKay] Univ Nevada, Dept Chem & Biochem, Las Vegas, NV 89154 USA; [Lavi, Rea; Dori, Yehudit Judy] Technion Israel Inst Technol, Fac Educ Sci & Technol, IL-3200003 Haifa, Israel; [Dori, Yehudit Judy] Samuel Neaman Inst Natl Policy Res, IL-3200003 Haifa, Israel; [Fowler, Whitney C.; Ting, Jeffrey M.; Meng, Siqi; Li, Lu; Tirrell, Matthew, V] Univ Chicago, Pritzker Sch Mol Engn, Chicago, IL 60637 USA; [Ting, Jeffrey M.; Tirrell, Matthew, V] Argonne Natl Lab, Lemont, IL 60439 USA; [Lillywhite, Aspen; Wolbring, Gregor] Univ Calgary, Cumming Sch Med, Dept Community Hlth Sci, Community Rehabil & Disabil Studies, Calgary, AB T2N 4N1, Canada; [Boy, Guy A.] Paris Saclay Univ, Cent Supelec, 3 Rue Joliot Curie, F-91190 Gif Sur Yvette, France; [Boy, Guy A.] ESTIA Inst Technol, Res Dept, Bidart, France; [Boy, Guy A.] Air & Space Acad, Sect 3 Human Presence & Act Air & Space, Toulouse, France; [Kwak, Sojung] Kimpo Univ, Dept Game Contents, Gimpo, Gyeonggi Do, South Korea; [Kwon, Jieun] Sangmyung Univ, Dept Human Ctr Artificial Intelligence, Seoul, South Korea; [Broder, E. Dale; Ghalambor, Cameron K.; Angeloni, Lisa M.] Colorado State Univ, Dept Biol, Ft Collins, CO 80523 USA; [Broder, E. Dale] St Ambrose Univ, Biol Dept, Davenport, IA 52803 USA; [Guilbert, Katie E.] Bella Romero Acad Appl Technol, Greeley, CO 80631 USA; [Tinghitella, Robin M.; Murphy, Shannon M.] Univ Denver, Dept Biol Sci, Denver, CO 80208 USA; [Reinholz, Daniel L.] San Diego State Univ, Dept Math & Stat, San Diego, CA 92182 USA; [Matz, Rebecca L.] Michigan State Univ, Hub Innovat Learning & Technol, E Lansing, MI 48824 USA; [Cole, Renee] Univ Iowa, Dept Chem, Iowa City, IA 52242 USA; [Apkarian, Naneh] Western Michigan Univ, Ctr Res Instruct Change Postsecondary Educ, Kalamazoo, MI 49008 USA; [Peters-Burton, Erin E.] George Mason Univ, Ctr Social Equ Sci Educ, 1401 Thompson Hall,4400 Univ Dr,MSN 6D2, Fairfax, VA 22030 USA; [House, Ann; Remold, Julie] SRI Int, 333 Ravenswood Ave, Menlo Pk, CA 94025 USA; [Peters, Vanessa] Digital Promise, San Mateo, CA USA; [Siverling, Emilie A.] Minnesota State Univ, Dept Integrated Engn, 1001 Chestnut St West, Virginia, MN 55792 USA; [Suazo-Flores, Elizabeth] Purdue Univ, Dept Curriculum & Instruct, W Lafayette, IN 47907 USA; [Mathis, Corey A.] Calif State Univ, Dept Teacher Educ, Bakersfield, CA USA; [Moore, Tamara J.] Purdue Univ, Sch Engn Educ, W Lafayette, IN 47907 USA; [D'Agostino, A.; Longobardi, S.] Univ Napoli Parthenope, Dept Management & Quantitat Studies, Via Gen Parisi 13, I-80133 Naples, Italy; [Ghellini, G.] Siena Univ, Dept Econ & Stat, Pzza San Francesco 8, I-53100 Siena, Italy; [Howard, Melinda] Univ Idaho, Coeur Dalene, ID 83814 USA; [Kern, Anne] Univ Idaho, Curriculum Instruct, Sci Educ, Coeur Dalene, ID USA; [Howard, Melinda A.; Kern, Anne L.] Univ Idaho, Sci Educ, 1031 N Acad Way, Coeur Dalene, ID 83814 USA; [Hawkins, Ian] Univ Michigan, Dept Commun Studies, 105 S State St, Ann Arbor, MI 48109 USA; [Ratan, Rabindra; Fordham, Joseph] Michigan State Univ, Dept Media & Informat, E Lansing, MI 48824 USA; [Blair, Denice] Michigan State Univ, MSU Museum, E Lansing, MI 48824 USA; [Emery, Nathan; Ebert-May, Diane] Michigan State Univ, Dept Plant Biol, E Lansing, MI 48824 USA; [Maher, Jessica Middlemis] Univ Wisconsin, Delta Program Res Teaching & Learning, Madison, WI 53706 USA; [Jackson, Elizabeth M.] Eastern New Mexico Univ, Portales, NM USA; [Hanline, Mary Frances] Florida State Univ, Tallahassee, FL 32306 USA; [Li, Yeping] Texas A&M Univ, College Stn, TX 77843 USA; [Saw, Guan] Univ Texas San Antonio, 501 W Cesar E Chavez Blvd, San Antonio, TX 78207 USA; [Patkin, Dorit; Barkai, Ruthi] Kibbutzim Coll Educ Technol & Arts, Fac Sci, 149 Namir Rd, IL-6250769 Tel Aviv, Israel; [Shriki, Atara] Oranim Acad Coll Educ, IL-36006 Tivon, Israel; [Moreira, Rosana G.] Texas A&M Univ, Dept Biol & Agr Engn, 310 Scoates Hall, College Stn, TX 77843 USA; [Butler-Purry, Karen; Walton, Shannon; Juranek, Isah, V] Texas A&M Univ, Off Grad & Profess Studies, 112 Jack K Williams Adm Bldg, College Stn, TX 77843 USA; [Carter-Sowell, Adrienne] Texas A&M Univ, Dept Psychol & Brain Sci, 271 Psychol Bldg, College Stn, TX 77843 USA; [Challoo, Linda] Texas A&M Univ Kingsville, Off Res & Grad Studies, 955 N Univ Blvd, Kingsville, TX 78363 USA; [Regisford, Gloria] Prairie View A&M Univ, Dept Biol, 430G EE OBan Bldg, Prairie View, TX 77446 USA; [Coffin, Richard] Texas A&M Univ Corpus Christi, Dept Phys & Environm Sci, 6300 Ocean Dr, Corpus Christi, TX 78412 USA; [Spaulding, Angela] West Texas A&M Univ, Grad Sch, Killgore Res Ctr, Room 104A,25th St, Canyon, TX 79015 USA; [Ergun, Aysegul; Kiyici, Gulbin] Manisa Celal Bayar Univ, Educ Fac, Manisa, Turkey; [Leshner, Alan I.] Amer Assoc Advancement Sci, Washington, DC 20005 USA; [Scherer, Layne] Natl Acad Sci Engn & Med, Board Higher Educ & Workforce, Washington, DC 20001 USA; [MacDonald, Amy; Huser, Carmen] Charles Sturt Univ, Sch Educ, POB 789, Albury, NSW 2640, Australia; [Sikder, Shukla] Charles Sturt Univ, Sch Teacher Educ, Bathurst, NSW, Australia; [Danaia, Lena] Charles Sturt Univ, Fac Arts & Educ, Bathurst, NSW, Australia; [Andree, Maria] Stockholm Univ, Dept Math & Sci Educ, Sci Educ, Stockholm, Sweden; [Hansson, Lena] Kristianstad Univ, Dept Math & Sci Educ, Kristianstad, Sweden; [Winberg, Christine; Wolff, Karin] Cape Peninsula Univ Technol, Profess Educ Res Inst, POB 1906, ZA-7535 Bellville, South Africa; [Adendorff, Hanelie] Stellenbosch Univ, Fac Sci, Stellenbosch, South Africa; [Bozalek, Vivienne] Univ Western Cape, Teaching & Learning Directorate, Cape Town, South Africa; [Conana, Honjiswa] Univ Western Cape, Fac Sci, Cape Town, South Africa; [Pallitt, Nicola] Univ Cape Town, Ctr Higher Educ Dev, Cape Town, South Africa; [Olsson, Thomas] Lund Univ, Engn Fac, Lund, Sweden; [Roxa, Torgny] Lund Univ, Acad Dev Unit, Lund, Sweden; [Guyotte, Kelly W.] Univ Alabama, Dept Educ Studies, Tuscaloosa, AL USA; [MacDonald, Abbey] Univ Tasmania, Coll Arts Law & Educ, Fac Arts, Newnham Campus,Locked Bag 1362, Launceston, Tas 7250, Australia; [Wise, Kit] Royal Melbourne Inst Technol Design & Social Cont, Sch Art, GPO Box 2476, Melbourne, Vic 3001, Australia; [Tregloan, Kate] Univ Melbourne, Fac Architecture Bldg & Planning, Melbourne, Vic 3010, Australia; [Fountain, Wendy; Holmstrom, Neil] Univ Tasmania, Sch Creat Arts & Media, Coll Arts Law & Educ, Private Bag 132, Hobart, Tas 7001, Australia; [Wallis, Louise] Univ Tasmania, Sch Architecture, Coll Sci & Engn, Locked Bag 1323, Launceston, Tas 7250, Australia; [Mildenhall, Paula; Sherriff, B.] Edith Cowan Univ, Sch Educ, Perth, WA, Australia; [Cowie, B.] Univ Waikato, Fac Educ, Hamilton, New Zealand; [Cunningham, Christine M.; Kelly, Gregory J.] Penn State Univ, Curriculum & Instruct, Coll Educ, State Coll, PA 16802 USA; [Lachapelle, Cathy P.; Brennan, Robert T.] Brandeis Univ, Sch Social Work, Boston Coll, Womens Study Res Ctr, Waltham, MA USA; [Tunis, Chris San Antonio; Gentry, Christine A.] Museum Sci, Boston, MA USA; [Munsell, Jason B.] Univ South Carolina Aiken, Commun Dept, 471 Univ Pkwy, Aiken, SC 29801 USA; [Echeverria, Leovy] Univ Pontificia Bolivariana Secc Monteria, Fac Ingn Elect, Monteria 230001, Colombia; [Cobos, Ruth] Univ Autonoma Madrid, Dept Comp Sci, E-28049 Madrid, Spain; [Morales, Mario] Univ Cordoba, Dept Matemat & Estadist, Monteria 230001, Colombia; [Jeong, Heisawn] Hallym Univ, Chunchon, South Korea; [Hmelo-Silver, Cindy E.] Indiana Univ, Bloomington, IN USA; [Jo, Kihyun] Korea Univ, Seoul, South Korea; [Miller, Jodie] Univ Queensland, Brisbane, Qld, Australia; [Geiger, Vince] Australian Catholic Univ, Inst Learning Sci & Teacher Educ, Brisbane CBD, Level 4,229 Elizabeth St, Brisbane, Qld 4000, Australia; [Bergsten, Christer; Frejd, Peter] Linkoping Univ, Linkoping, Sweden; [Beswick, Kim] Univ New South Wales, Sydney, NSW, Australia; [Fraser, Sharon] Univ Tasmania, Launceston, Tas, Australia; [Arleback, Jonas Bergman] Linkoping Univ, Dept Math, Linkoping, Sweden; [Albarracin, Lluis] Univ Autonoma Barcelona, Cerdanyola Del Valles, Spain; [Nicol, Cynthia; Yaro, Kwesi; Chen, Arthur; Amoah, Emmanuel] Univ British Columbia, Fac Educ, 2125 Main Mall, Vancouver, BC V6T 1Z4, Canada; [Bragg, Leicha A.] Deakin Univ, Melbourne Campus,221 Burwood Highway, Burwood, Vic 3125, Australia; [Radzimski, Vanessa] Univ Fraser Valley, Dept Math & Stat, Bldg G,1st Floor,Room G161, Abbotsford, BC V2S 7M8, Canada; [Onsee, Peeradon; Nuangchalerm, Prasart] Mahasarakham Univ, Dept Curriculum & Instruct, Fac Educ, Maha Sarakham, Thailand; [Levis, Megan; Juan, Jonathan; Kavanagh, Anthony; Zartman, Jeremiah J.] Univ Notre Dame, Dept Chem & Biomol Engn, Notre Dame, IN 46556 USA; [Levis, Megan; Zartman, Jeremiah J.] Univ Notre Dame, Bioengn Grad Program, Notre Dame, IN 46556 USA; [Ontiveros, Fernando] St John Fisher Coll, Biol Dept, Rochester, NY 14618 USA; [Al-Qumeizi, Hamad bin Abdullah] Prince Sattam Bin Abdulaziz Univ, Curriculum & Teaching Methods, Al Kharj, Saudi Arabia; [Gudel, Karin] Univ Appl Sci, Dept Teacher Educ, Secondary 1 Level,Clarastr 57, CH-4058 Basel, Switzerland; [Heitzmann, Anni] Univ Appl Sci, Dept Teacher Educ, Niederriedweg 110, CH-3019 Bern, Switzerland; [Mueller, Andreas] Univ Geneva, Fac Sci, Phys Dept, Pavillon Uni Mail IUFE,Blvd Pont Arve 40, CH-1211 Geneva, Switzerland; [Mueller, Andreas] Univ Geneva, Inst Teacher Educ, Pavillon Uni Mail IUFE,Blvd Pont Arve 40, CH-1211 Geneva, Switzerland; [Hecht, Cameron A.; Harackiewicz, Judith M.; Priniski, Stacy J.; Hyde, Janet S.] Univ Wisconsin, Dept Psychol, 1202 West Johnson St, Madison, WI 53706 USA; [Canning, Elizabeth] Indiana Univ, Dept Psychol & Brain Sci, Bloomington, IN 47405 USA; [Tibbetts, Yoi] Univ Virginia, Curry Sch Educ & Human Dev, Charlottesville, VA 22903 USA; [MacIsaac, Dan] SUNY Buffalo State Coll, Dept Phys, Buffalo, NY 14222 USA; [Morales-Doyle, Daniel; Childress Price, Tiffany; Chappell, Mindy J.] Univ Illinois, Dept Curriculum & Instruct, Chicago, IL USA; [Citta, Giuseppe; Gentile, Manuel; Allegra, Mario; Arrigo, Marco; Ottaviano, Simona; Reale, Francesco] Natl Res Council Italy, Inst Educ Technol, Palermo, Italy; [Conti, Daniela; Sciortino, Marinella] Univ Palermo, Dept Math & Comp Sci, Palermo, Italy; [Maass, Katja] Univ Educ Freiburg, Int Ctr STEM Educ, Freiburg, Germany; [Geiger, Vince] Australian Catholic Univ, Brisbane, Qld, Australia; [Romero Ariza, Marta] Univ Jaen, Jaen, Spain; [Goos, Merrilyn] Univ Limerick, Limerick, Ireland; [Ortmann, Lisa L.] Univ North Dakota, Dept Teaching Learning & Prof Practice, Grand Forks, ND 58202 USA; [Roehrig, Gillian H.] Univ Minnesota, Dept Curriculum & Instruct, St Paul, MN 55108 USA; [Flaherty, Elizabeth A.; Day, Casey C.; D'acunto, Laura E.; Zollner, Patrick A.] Purdue Univ, Dept Forestry & Nat Resources, 195 Marsteller St, W Lafayette, IN 47907 USA; [Urbanek, Rachael E.] Univ North Carolina Wilmington, Dept Environm Sci, 601 South Coll Rd, Wilmington, NC 28403 USA; [Wood, D. Arren M.] West Virginia Univ, Sch Nat Resources, POB 6125, Morgantown, WV 26506 USA; [Quinn, V. Anessa S.] Purdue Univ Northwest, Dept Biol Sci, 1401 S US 421, Westville, IN 46391 USA; [Wood, D. Arren M.] Washington State Community Coll, 710 Colgate Ave, Marietta, OH 45750 USA; [Stella, Massimo] Univ Southampton, Inst Complex Syst Simulat, Southampton, Hants, England; [Stella, Massimo] Complex Sci Consulting, Lecce, Italy; [de Nigris, Sarah] Univ Koblenz Landau, Inst Web Sci & Technol, Koblenz, Germany; [Aloric, Aleksandra] Inst Phys Belgrade, Ctr Study Complex Syst, Sci Comp Lab, Belgrade, Serbia; [Siew, Cynthia S. Q.] Univ Warwick, Dept Psychol, Coventry, W Midlands, England; [Siew, Cynthia S. Q.] Natl Univ Singapore, Dept Psychol, Singapore, Singapore; [Kim, Nam Ju; Axelrod, Daryl] Univ Miami, Dept Teaching & Learning, Coral Gables, FL 33124 USA; [Belland, Brian R.] Penn State Univ, Dept Educ Psychol Counseling & Special Educ, State Coll, PA USA; [Lefler, Mason; Andreasen, Lindi; Walker, Andrew] Utah State Univ, Dept Instruct Technol & Learning Sci, Logan, UT 84322 USA; [Zhou, Ninger; Pereira, Nielsen; Chandrasegaran, Senthil; George, Tarun Thomas; Booth, Joran; Ramani, Karthik] Purdue Univ, W Lafayette, IN 47907 USA; [Ardissone, Alexandria N.; Oli, Monika W.; Rice, Kelly C.; Triplett, Eric W.; Drew, Jennifer C.] Univ Florida, Inst Food & Agr Sci, Coll Agr & Life Sci, Microbiol & Cell Sci Dept, Gainesville, FL 32611 USA; [Galindo, Sebastian; Urrets-Zavalia, Macarena] Univ Florida, Inst Food & Agr Sci, Coll Agr & Life Sci, Agr Educ & Commun Dept, Gainesville, FL 32611 USA; [Wysocki, Allen F.] Univ Florida, Inst Food & Agr Sci, Coll Agr & Life Sci, Off Dean, Gainesville, FL 32611 USA; [Chu, Hye-Eun] Macquarie Univ, Dept Educ Studies, Sydney, NSW, Australia; [Martin, Sonya N.] Seoul Natl Univ, Earth Sci Educ Dept, Seoul, South Korea; [Park, Jennifer] Univ Southern Calif, Rossier Sch Educ, Los Angeles, CA USA; [Gardner, Margery] Colgate Univ, 015 Persson Hall,13 Oak Dr, Hamilton, NY 13346 USA; [Tillotson, John W.] Syracuse Univ, Heroy Geol Lab 112, Syracuse, NY 13244 USA; [Leung, Allen] Hong Kong Baptist Univ, Dept Educ Studies, Hong Kong, Peoples R China; [Tang, Kok-Sing; Williams, P. John] Curtin Univ, STEM Educ Res Grp, Perth, WA, Australia; [Canedo, Edna Dias; Siqueira de Cerqueira, Jose Antonio] Univ Brasilia UnB, Dept Comp Sci, POB 4466, Brasilia, DF, Brazil; [Tives, Heloise Acco; Marioti, Madianita Bogo; Fagundes, Fabiano] Lutheran Univ Ctr Palmas CEULP, Dept Comp Sci, POB 85, Palmas, Brazil; [Hill, Paul; Schmutz, Andrea] Utah State Univ, St George, UT 84770 USA; [White, Chris] Clemson Univ, Coll Hlth Educ & Human Dev, Dept Teaching & Learning, 514 Lariat Loop, Seneca, SC 29672 USA; [Marshall, Jeff C.] Clemson Univ, Sch Educ, Clemson, SC USA; [Alston, Danny] Univ N Carolina, Cato Coll Educ, Dept Reading & Elementary Educ, Charlotte, NC USA; [Coleman, Mary Sue; Smith, Tobin L.; Miller, Emily R.] Assoc Amer Univ, Washington, DC 20005 USA; [Coleman, Mary Sue] Univ Michigan, Ann Arbor, MI 48109 USA; [Coleman, Mary Sue] Univ Iowa, Iowa City, IA 52242 USA; [Goodman, Joshua] Harvard Univ, Cambridge, MA 02138 USA; [Nugent, Gwen] Univ Nebraska, Ctr Res Children Youth Families & Sch, Lincoln, NE 68588 USA; [Barker, Bradley; Valentine, Dagen] Univ Nebraska, 4 H Youth Dev, Lincoln, NE USA; [Lester, Houston] Ctr Innovat Qual Effectiveness & Safety IQuESt, 2450 Holcombe Blvd,Suite 01Y, Houston, TX USA; [Grandgenett, Neal] Univ Nebraska, Omaha, NE 68182 USA; [Smolinsky, Lawrence; Olafsson, Gestur] Louisiana State Univ, Dept Math, Baton Rouge, LA 70803 USA; [Marx, Brian D.; Wang, Gaomin] Louisiana State Univ, Dept Expt Stat, Baton Rouge, LA 70803 USA; [Ozkan, Gulbin; Topsakal, Unsal Umdu] Yildiz Tech Univ, Fac Educ, Sci Educ, TR-34220 Istanbul, Turkey; [Liu, Ran] Univ Penn, Philadelphia, PA 19104 USA; [Alvarado-Urbina, Andrea] Univ Penn, Sociol, Philadelphia, PA 19104 USA; [Hannum, Emily] Univ Penn, Sociol & Educ, Philadelphia, PA 19104 USA; [Acan, Sinan Can] Melexis Technol NV, Transportstr 1, B-3980 Tessenderlo, Belgium; [Acan, Naciye Leyla] Hacettepe Univ, Dept Biochem, Fac Med, Ankara, Turkey; [Rowland, Ashley A.; Corwin, Lisa A.] Univ Colorado, Dept Ecol & Evolutionary Biol, 1900 Pleasant St,334 UCB, Boulder, CO 80309 USA; [Dounas-Frazer, Dimitri R.; Rios, Laura; Lewandowski, H. J.] Univ Colorado, Dept Phys, Boulder, CO 80309 USA; [Dounas-Frazer, Dimitri R.; Rios, Laura; Lewandowski, H. J.] NIST, JILA, Boulder, CO 80309 USA; [Dounas-Frazer, Dimitri R.; Rios, Laura; Lewandowski, H. J.] Univ Colorado, Boulder, CO 80309 USA; [Dounas-Frazer, Dimitri R.] Western Washington Univ, Dept Phys & Astron, Bellingham, WA 98225 USA; [Rios, Laura] Calif Polytech State Univ San Luis Obispo, Dept Phys, San Luis Obispo, CA 93407 USA; [Turnbull, Steven Martin; Locke, Kirsten] Univ Auckland, Fac Educ & Social Work, Crit Studies Educ, Auckland, New Zealand; [Turnbull, Steven Martin; Locke, Kirsten; O'Neale, Dion R. J.] Univ Auckland, Punaha Matatini, Auckland, New Zealand; [Turnbull, Steven Martin; Vanholsbeeck, Frederique; O'Neale, Dion R. J.] Univ Auckland, Dept Phys, Private Bag 92019, Auckland, New Zealand; [Vanholsbeeck, Frederique] Univ Auckland, Dodd Walls Ctr, Auckland, New Zealand; [Zahry, Nagwan R.] Univ Tennessee, Dept Commun, Chattanooga, TN 37923 USA; [Besley, John C.] Michigan State Univ, Coll Commun Arts & Sci, Dept Advertising & Publ Relat, E Lansing, MI 48824 USA; [Birney, Lauren; Cronin, John] Pace Univ, One Pace Plaza, New York, NY 10038 USA; [Nawarathne, Irosha N.] Lyon Coll, Math & Sci Div, 2300 Highland Rd, Batesville, AR 72501 USA; [Siouli, Styliani] Univ Thessaloniki AUTH, Expt Sch, Thessaloniki, Greece; [Dratsiou, Ioanna; Antoniou, Panagiotis E.; Bamidis, Panagiotis D.] Aristotle Univ Thessaloniki AUTH, Sch Hlth Sci, Fac Med, Lab Med Phys, Thessaloniki, Greece; [Sergeyev, Aleksandr] Michigan Technol Univ, Elect Engn Technol Program, Houghton, MI USA; [Kinney, Mark] West Shore Commun Coll, Acad & Student Serv, Scottville, MI USA; [Kuhl, Scott] Michigan Technol Univ, Comp Sci, Houghton, MI USA; [Kuhl, Scott] Michigan Technol Univ, Cognitnit & Learning Sci, Houghton, MI 49931 USA; [Alaraje, Nasser] Michigan Tech, Sch Technol, Program Chair Elect Engn Technol, Houghton, MI USA; [Highum, Mark] Bay Coll, Div Chair Technol, Escanaba, MI USA; [Mehandiratta, Prince] Michigan Tech, Mech Engn, Houston, TX USA; [Hahn, Michael E.; Gorlewicz, Jenna L.] St Louis Univ, St Louis, MO 63103 USA; [Mueller, Corrine M.; Gorlewicz, Jenna L.] Vibratory Touchscreen Applicat Learning ViTAL, St Louis, MO USA; [Li, Chunxiao] Nanyang Technol Univ, Dept Phys Educ & Sports Sci, Singapore, Singapore; [Kam, Wai Keung Kevin; Zhang, Mengge] Educ Univ Hong Kong, Dept Hlth & Phys Educ, Hong Kong, Peoples R China; [Reinholz, Daniel L.] San Diego State Univ, Dept Math & Stat, San Diego, CA 92182 USA; [Andrews, Tessa C.] Univ Georgia, Dept Genet, Athens, GA 30602 USA; [How, Meng-Leong; Hung, Wei Loong David] Nanyang Technol Univ Singapore, Natl Inst Educ, Singapore 639798, Singapore; [Kareemee, Suthida; Suwannatthachote, Praweenya] Chulalongkorn Univ, Fac Educ, Bangkok, Thailand; [Faikhamta, Chatree] Kasetsart Univ, Fac Educ, Bangkok, Thailand; [Duijzer, Carolien; Van den Heuvel-Panhuizen, Marja; Veldhuis, Michiel] Univ Utrecht, Fac Social & Behav Sci, Freudenthal Grp, Heidelberglaan 1, NL-3584 CS Utrecht, Netherlands; [Van den Heuvel-Panhuizen, Marja; Doorman, Michiel] Univ Utrecht, Fac Sci, Freudenthal Inst, Utrecht, Netherlands; [Van den Heuvel-Panhuizen, Marja] Nord Univ, Bodo, Norway; [Leseman, Paul] Univ Utrecht, Fac Social & Behav Sci, Educ & Pedag, Utrecht, Netherlands; [Vaval, Luronne] Columbia Univ, Teachers Coll, Dept Math Sci & Technol, New York, NY 10027 USA; [Bowers, Alex J.] Columbia Univ, Teachers Coll, Dept Org & Leadership, 525 West 120th St,Box 67, New York, NY 10027 USA; [Rangel, Virginia Snodgrass] Univ Houston, Dept Educ Leadership & Policy Studies, Houston, TX USA; [Murphy, Steve] Charles Sturt Univ, Sch Educ, Boorooma St, Wagga Wagga, NSW 2650, Australia; [MacDonald, Amy] Charles Sturt Univ, Sch Educ, Elizabeth Mitchell Dr, Wagga Wagga, NSW 2650, Australia; [Wang, Cen Audrey] Charles Sturt Univ, Sch Teacher Educ, Panorama Ave, Bathurst, NSW 2795, Australia; [Danaia, Lena] Charles Sturt Univ, Fac Arts & Educ, Panorama Ave, Bathurst, NSW 2795, Australia; [Saravanapandian, Vidya; Sparck, Erin M.; Cheng, Karen Y.; Yaeger, Courtney; Hu, Terry; Romero-Calderon, Rafael; Ghiani, Cristina A.; Carpenter, Ellen M.; Ge, Weihong] Univ Calif Los Angeles, Interdept Program Neurosci, Los Angeles, CA USA; [Saravanapandian, Vidya; Ghiani, Cristina A.; Evans, Christopher J.; Carpenter, Ellen M.; Ge, Weihong] Univ Calif Los Angeles, David Geffen Sch Med, Dept Psychiat & Biobehav Sci, 635 Charles E Young Dr South,Room 307, Los Angeles, CA 90095 USA; [Saravanapandian, Vidya] Univ Calif Los Angeles, Semel Inst Neurosci, Ctr Autism Res & Treatment, Los Angeles, CA USA; [Sparck, Erin M.] Univ Calif Los Angeles, Dept Psychol, Los Angeles, CA USA; [Saravanapandian, Vidya; Suthana, Nanthia; Romero-Calderon, Rafael; Evans, Christopher J.; Carpenter, Ellen M.] Univ Calif Los Angeles, Brain Res Inst, Los Angeles, CA 90024 USA; [Sparck, Erin M.] Univ Calif Los Angeles, Off Instruct Dev, Los Angeles, CA USA; [Yu, Fei] Univ Calif Los Angeles, UCLA Fielding Sch Publ Hlth, Dept Biostat, Los Angeles, CA USA; [Suthana, Nanthia] Univ Calif Los Angeles, David Geffen Sch Med, Dept Neurosurg, Los Angeles, CA 90095 USA; [Romero-Calderon, Rafael] Univ Calif Los Angeles, David Geffen Sch Med, Dept Mol Cell & Dev Biol, Los Angeles, CA 90095 USA; [Ghiani, Cristina A.] Univ Calif Los Angeles, David Geffen Sch Med, Dept Pathol & Lab Med, Los Angeles, CA 90095 USA; [Xing, Wanli] Texas Tech Univ, Dept Educ Psychol & Leadership, Lubbock, TX 79409 USA; [Popov, Vitaliy] Univ San Diego, Jacobs Inst Innovat Educ, San Diego, CA 92110 USA; [Zhu, Gaoxia] Univ Toronto, Ontario Inst Studies Educ, Toronto, ON M5S 1V6, Canada; [Horwitz, Paul; McIntyre, Cynthia] Concord Consortium, Concord, MA 01742 USA; [Slown, Corin] Calif State Univ Monterey Bay, Coll Sci, Seaside, CA USA; [Cohen, Richard; Kelly, Angela M.] SUNY Stony Brook, Inst STEM Educ, Stony Brook, NY 11794 USA; [Cohen, Richard] Nassau Community Coll, Dept Phys Sci, Garden City, NY USA; [Kelly, Angela M.] SUNY Stony Brook, Dept Phys & Astron, Stony Brook, NY 11794 USA; [Bilton, Helen] Univ Reading, Outdoor Learning, Reading, Berks, England; [Watts, Mike] Brunel Univ London, Dept Educ, Uxbridge, Middx, England; [Lindsay, Sally] Univ Toronto, Toronto, ON, Canada; [Malcolm, Matt P.; Roll, Marla C.] Colorado State Univ, Dept Occupat Therapy, Ft Collins, CO 80523 USA; [Malcolm, Matt P.; Roll, Marla C.] Colorado State Univ, Assist Technol Resource Ctr, Ft Collins, CO 80523 USA; [Malcolm, Matt P.] Colorado State Univ, Colorado Sch Publ Hlth, Ft Collins, CO 80523 USA; [Thai-Huy Nguyen] Seattle Univ, Coll Educ, Seattle, WA 98122 USA; [Boland, William Casey] Univ Penn, Grad Sch Educ, Philadelphia, PA 19104 USA; [Gasman, Marybeth] Univ Penn, Philadelphia, PA 19104 USA; [Armando Bautista-Diaz, Diego; Francisco Suarez-Moreno, Mario] Secretaria Educ Dist, Bogota, Colombia; [Gomez-Amaya, Jhonny] Corp Univ Minuto Dios, Fac Educ, Bogota, Colombia; [Truchly, Peter] Slovak Univ Technol Bratislava, Fac Informat & Informat Technol Bratislava, Bratislava, Slovakia; [Medvecky, Martin] Slovak Univ Technol Bratislava, Inst Multimedia Informat & Commun Technol, Fac Elect Engn & Informat Technol, Bratislava, Slovakia; [Podhradsky, Pavol] Slovak Univ Technol Bratislava, Telecommun, Bratislava, Slovakia; [El Mawas, Nour] Univ Lille, CIREL EA 4354, Lille, France; [Nam, Younkyeong; Chae, Jimin] Pusan Natl Univ, Dept Earth Sci Educ, Busan 46241, South Korea; [Shimoto, Takeshi; Miyamoto, Chika] Fukuoka Inst Technol, Higashi Ku, 3-30-1 Wajiro Higashi, Fukuoka, Fukuoka 8110295, Japan; [Umeno, Takatoshi] Univ Teacher Educ Fukuoka, 1-1 Akamabunkyomachi, Fukuoka, Fukuoka 8114192, Japan; [Whitney, Brendan M.] Univ Iowa, Iowa City, IA USA; [Whitney, Brendan M.; Cheng, Ying; Brodersen, Alex S.; Hong, Maxwell R.] Univ Notre Dame, Notre Dame, IN 46556 USA; [Fuesting, Melissa A.; Manson, Dana L.; Safer, Brianne L.] Miami Univ, Dept Psychol, 90 North Patterson Ave, Oxford, OH 45056 USA; [Diekman, Amanda B.; Murphy, Mary C.] Indiana Univ, Dept Psychol & Brain Sci, Bloomington, IN 47405 USA; [Boucher, Kathryn L.] Univ Indianapolis, Sch Psychol Sci, Indianapolis, IN 46227 USA; [McDowell, Travis R.; Schmittzehe, Emmalou T.; Duerden, Amanda J.; Collier, Harvest; Woelk, Klaus] Missouri Univ Sci & Technol, Chem Dept, 400 W 11th St, Rolla, MO 65409 USA; [Cernusca, Dan] North Dakota State Univ, Sch Pharm, 1401 Albrecht Blvd, Fargo, ND 58108 USA; [Lindner, Claudia; Rienow, Andreas; Juergens, Carsten] Ruhr Univ Bochum, Geomat Res Grp, Dept Geog, Univ Str 150, D-44801 Bochum, Germany; [AlAydaroos, Fatima] UAE Space Agcy, Dept Space Missions, POB 7133, Abu Dhabi, U Arab Emirates; [Johnson, Samuel G. B.] Univ Bath, Sch Management, Div Mkt Business & Soc, Bath, Avon, England; [Steinerberger, Stefan] Yale Univ, Dept Math, New Haven, CT 06520 USA; [Madkins, Tia C.] Univ Texas Austin, Coll Educ, Curriculum & Instruct, 1912 Speedway,Mail Stop D5700, Austin, TX 78712 USA; [de Royston, Maxine McKinney] Univ Wisconsin, Sch Educ, Curriculum & Instruct, Madison, WI USA; 0; [Dillon, Heather; Prestholdt, Tara] Univ Portland, Portland, OR 97203 USA; [James, Carolyn; Peterson, Valerie] Univ Portland, Math, Portland, OR 97203 USA; [Salomone, Stephanie] Univ Portland, Dept Math, Portland, OR 97203 USA; [Salomone, Stephanie] Univ Portland, STEM Educ & Outreach Ctr, Portland, OR 97203 USA; [Anctil, Eric] Univ Portland, Sch Educ, Media & Technol, Portland, OR 97203 USA; [Huang, Wen] Arizona State Univ, Polytech Sch, Mesa, AZ 85212 USA; [Dare, Emily A.] Florida Int Univ, Dept Teaching & Learning, Ziff Educ Bldg,11200 SW 8th St, Miami, FL 33199 USA; [Ring-Whalen, Elizabeth A.] St Catherine Univ, Dept Educ, St Paul, MN USA; [Roehrig, Gillian H.] Univ Minnesota, Dept Curriculum & Instruct, Minneapolis, MN USA; [Vakil, Sepehr] Northwestern Univ, Sch Educ & Social Policy, Learning Sci, Evanston, IL 60208 USA; [Ayers, Rick] Univ San Francisco, Sch Educ, Teacher Educ, San Francisco, CA 94117 USA; [Morales-Doyle, Daniel; Gutstein, Eric Rico] Univ Illinois, Dept Curriculum & Instruct, Chicago, IL 60607 USA; [Razfar, Aria] Univ Illinois, Educ & Linguist, Chicago, IL USA; [Nasir, Ambareen] Loyola Univ, Chicago, IL 60611 USA; [Chai, Ching Sing; Jong, Morris Siu-Yung; Yin, Hong-biao; Chen, Mengyuan] Chinese Univ Hong Kong, Dept Curriculum & Instruct, Hong Kong, Peoples R China; [Zhou, Wenye] East China Normal Univ, Sch Educ Sci, Shanghai, Peoples R China; [Adnan, Mazlini; Ibharim, Laili Farhana Md; Tan, Wee Hoe; Janan, Dahlia; Abdullah, Norazilawati; Othman, Ahmad Nizam; Hashim, Mohd Ekram Alhafis; Baharudin, Nur Farah Atirah] Univ Pendidikan Sultan Idris, Fac Sci & Math, Dept Math, Tanjung Malim, Perak, Malaysia; [Abdullah, Jafri Malin] Univ Sains Malaysia, Sch Med Sci, Dept Neurosci, Kubang Kerian, Kelantan, Malaysia; [Abdullah, Jafri Malin] Univ Sains Malaysia, Sch Med Sci, Brain & Behav Cluster, Kubang Kerian, Kelantan, Malaysia; [Idris, Noorzeliana; Abdul Wahab, Amila Saliza; Said, Nooraishah Md; Adnan, Rosni; Yahaya, Sutinah; Amin, Norziah; Mohd Noh, Mohd Abaidi; Sufa'at, Nadira Idari; Abdullah, Rohana; Yusof, Yusmarliza; Ahmad Mat Reduaan, Zaiton; Ahdary, Normiahni; Annamallai, Thangeswary A. P.; Ali, Fauziah; Kannasamy, Kanimohli A. P.; Shukri, Ridzuan; Simadiri, Thanalachamy A. P.; Tan, Sai Wah] Kementerian Pendidikan Malaysia, Putrajaya, Malaysia; [Huri, Noor Haslina Daman; Karpudewan, Mageswary] Univ Sains Malaysia, Sch Educ Studies, George Town, Malaysia; [Haynes, Cliff] Univ Florida, Higher Educ Adm Student Personnel Higher Educ, Gainesville, FL 32611 USA; [Acioli, Paulo H.] NE Illinois Univ, Dept Phys & Astron, Chicago, IL 60625 USA; [Hancock, Sally] Univ York, Dept Educ, York, N Yorkshire, England; [Martin-Paez, Tobias; Aguilera, David; Javier Perales-Palacios, Francisco; Miguel Vilchez-Gonzalez, Jose] Univ Granada, Fac Ciencias Educ, Dept Didact Ciencias Expt, Campus Univ Cartuja, Granada 18011, Spain; [Pleasants, Jacob] Keene State Coll, Dept Phys, Keene, NH 03435 USA; [Clough, Michael P.] Texas A&M Univ, Dept Teaching Learning & Culture, 335 Harrington Tower, College Stn, TX 77843 USA; [Olson, Joanne K.] Texas A&M Univ, Dept Teaching Learning & Culture, 443 Harrington Tower, College Stn, TX 77843 USA; [Miller, Glen] Texas A&M Univ, Dept Philosophy & Humanities, 418 YMCA, College Stn, TX 77843 USA; [Sanders, Rachel Kaminski] Univ South Carolina Upstate, Sch Educ, Hlth Educ Complex,300 North Campus Blvd, Spartanburg, SC 29303 USA; [Kopcha, Theodore J.; Bishop, Carrie] Univ Georgia, Learning Design & Technol, 223 Rivers Crossing,850 Coll Stn Rd, Athens, GA 30605 USA; [Neumann, Kalianne L.] Oklahoma State Univ, Educ Technol, 204 Willant Hall, Stillwater, OK 74078 USA; [Brynteson, Kristin] Northern Illinois Univ, Ctr P20 Engagement, Lowden Hall 307,590 Coll Ave, De Kalb, IL 60115 USA; [Ameerbakhsh, Omair; Maharaj, Savi; Hussain, Amir] Univ Stirling, Comp Sci & Math, Stirling FK9 4LA, Scotland; [McAdam, Bruce] Univ Stirling, Inst Aquaculture, Stirling FK9 4LA, Scotland; [Zheng, Juan] McGill Univ, Dept Educ Counselling & Psychol, Montreal, PQ, Canada; [Xing, Wanli] Texas Tech Univ, Dept Educ Psychol & Leadership, Lubbock, TX 79409 USA; [Zhu, Gaoxia] Univ Toronto, Ontario Inst Studies Educ, Toronto, ON M5S 1V6, Canada; [Craig, Tara T.] Coastal Carolina Univ, Dept Math & Stat, Conway, SC 29528 USA; [Marshall, Jill] Univ Texas Austin, Dept Curriculum & Instruct, Austin, TX 78712 USA; [Hallstrom, Jonas] Linkoping Univ, Dept Social & Welf Studies ISV, S-60174 Norrkoping, Sweden; [Schonborn, Konrad J.] Linkoping Univ, Dept Sci & Technol ITN, S-60174 Norrkoping, Sweden; [Mark, Sheron L.; Alexander, Olivia] Univ Louisville, Coll Educ & Human Dev, 1905 S 1st St, Louisville, KY 40292 USA; [Mohammadi, Arefeh] Univ Nebraska, Lincoln, NE 68588 USA; [Grosskopf, Kevin] Univ Nebraska, Durham Sch Architectural Engn & Construct DSAEC, Lincoln, NE 68588 USA; [Killingsworth, John] Colorado State Univ, Ft Collins, CO 80523 USA; [Shaharabani, Yael Furman] ORT Braude Coll, Dept Teaching & Gen Studies, Karmiel, Israel; [Yarden, Anat] Weizmann Inst Sci, Dept Sci Teaching, POB 26, IL-76100 Rehovot, Israel; [Li, Yeping; Wang, Ke] Texas A&M Univ, College Stn, TX 77843 USA; [Froyd, Jeffrey E.] Ohio State Univ, Columbus, OH 43210 USA; [Yaki, Akawo Angwal; Saat, Rohaida Mohd; Sathasivam, Renuka, V; Zulnaidi, Hutkemri] Univ Malaya, Fac Educ, Kuala Lumpur, Malaysia; [Johnson, Kathryn M. S.] Beloit Coll, Dept Biol, Beloit, WI 53511 USA; [Johnson, Kathryn M. S.] Trail Build LLC, 1725 Steeple Dr, East Troy, WI 53120 USA; [De Leo-Winkler, M. A.; Wilson, G.] Univ Calif Riverside, 900 Univ Ave, Riverside, CA 92521 USA; [Green, W.; Chute, L.; Henderson, E.; Mitchell, T.] Calif Sch Deaf, 3044 Horace St, Riverside, CA 92506 USA; [Sang, Wenjuan] Indiana Univ, 107 S Indiana Ave, Bloomington, IN 47405 USA; [Simpson, Amber] SUNY Binghamton, 4400 Vestal Pkwy E, Binghamton, NY 13902 USA; [Suh, Heejoo; Han, Sunyoung] Sungkyunkwan Univ, Coll Educ, Dept Math Educ, Seoul 03063, South Korea; [Thibaut, Lieve; Knipprath, Heidi] Katholieke Univ Leuven, Res Inst Work & Soc HIVA, Res Grp Educ & Labour Market, Parkstr 47 Box 5300, B-3000 Leuven, Belgium; [Dehaene, Wim] Katholieke Univ Leuven, Dept Elect Engn ESAT, MICAS Microelect & Sensors, Kasteelpk Arenberg 10 Box 2443, B-3001 Leuven, Belgium; [Depaepe, Fien] Katholieke Univ Leuven, Ctr Instruct Psychol & Technol, Fac Psychol & Educ, Dekenstr 2 Box 3773, B-3000 Leuven, Belgium; [Abd Rauf, Rose Amnah; Sathasivam, Renuka; Rahim, Suzieleez Syrene Abdul] Univ Malaya, Kuala Lumpur 50603, Malaysia; [Sussman, Joshua; Wilson, Mark R.] Univ Calif Berkeley, 2000 Ctr St 301, Berkeley, CA 94720 USA; [Grinis, Inna] Grinis Res Intelligence & Technol Grinis RIT, Woodbridge, Suffolk, England; [Jagannathan, Radha; Delacalle, Maia] Rutgers State Univ, Edward J Bloustein Sch Planning & Publ Policy, New Brunswick, NJ 08901 USA; [Camasso, Michael J.] Rutgers State Univ, Sch Environm & Biol Sci, New Brunswick, NJ USA; [Hill, Lucas B.; Savoy, Julia N.; Bantawa, Bipana] Univ Wisconsin, Wisconsin Ctr Educ Res, 566 Educ Sci Bldg,1025 W Johnson St, Madison, WI 53706 USA; [Austin, Ann E.] Michigan State Univ, E Lansing, MI 48824 USA; [Tsosie, Krystal S.] Vanderbilt Univ, 221 Kirkland Hall, Nashville, TN 37235 USA; [Tsosie, Krystal S.] Turtle Mt Community Coll, Dept Sci Technol Engn & Math, Belcourt, ND 58316 USA; [Claw, Katrina G.] Univ Colorado, Div Biomed Informat & Personalized Med, Anschutz Med Campus, Aurora, CO USA; [Claw, Katrina G.] Univ Colorado, Colorado Ctr Personalized Med, Anschutz Med Campus, Aurora, CO USA; 0; [Jaremus, Felicia; Gore, Jennifer; Fray, Leanne; Prieto-Rodriguez, Elena] Univ Newcastle, Teachers & Teaching Res Ctr, Sch Educ, Fac Educ & Arts, Univ Dr, Newcastle, NSW 2308, Australia; [Cole, Laura B.] Univ Missouri, Columbia, MO 65211 USA; [Espinosa, Tobias] Univ Fed Rio Grande, Math Stat & Phys Inst, 125 Barao Cahy St, BR-95500000 Santo Antonio Da Patrulh, RS, Brazil; [Miller, Kelly; Mazur, Eric] Harvard Univ, Dept Phys, Cambridge, MA 02138 USA; [Miller, Kelly; Mazur, Eric] Harvard Univ, Div Engn & Appl Sci, Cambridge, MA 02138 USA; [Araujo, Ives] Univ Fed Rio Grande do Sul, Phys Inst, 9500 Bento Goncalves Ave, BR-91501970 Porto Alegre, RS, Brazil; [Craig, Cheryl J.] Texas A&M Univ, Coll Educ & Human Dev, Houston Endowment Endowed Chair Urban Educ, Dept Teaching Learning & Culture, College Stn, TX 77843 USA; [Evans, Paige] Univ Houston, Dept Math, Coll Nat Sci & Math, TeachHOUSTON, Houston, TX 77204 USA; [Verma, Rakesh] Univ Houston, Dept Comp Sci, Coll Nat Sci & Math, Houston, TX 77204 USA; [Stokes, Donna] Univ Houston, Dept Phys, Coll Nat Sci & Math, Houston, TX USA; [Li, Jing] East China Normal Univ, Fac Educ, Shanghai, Peoples R China; [Thom, Jennifer S.] Univ Victoria, Victoria, BC, Canada; [Chase, Catherine C.; Marks, Jenna; Malkiewich, Laura J.; Connolly, Helena] Columbia Univ, Teachers Coll, Dept Human Dev, 525 West 120th St, New York, NY 10027 USA; [Lusk, Bradley G.] ScienceTheEarth, Mesa, AZ 85201 USA; [Lehmann, Hagen; Rossi, Pier Giuseppe] Univ Macerata, Macerata, Italy; [Poce, Antonella; Amenduni, Francesca; De Medio, Carlo] Univ Roma Tre, Dept Educ Sci, Rome, Italy; [Gopal, K.; Salim, N. R.; Ayub, A. F. M.] Univ Putra Malaysia, Inst Math Res, Seri Kembangan, Selangor, Malaysia; [Ayub, A. F. M.] Univ Putra Malaysia, Fac Educ Studies, Seri Kembangan, Selangor, Malaysia; [Kirby, Caitlin K.; Libarkin, Julie C.] Michigan State Univ, Dept Earth & Environm Sci, 288 Farm Lane,Room 207, E Lansing, MI 48824 USA; [Haruo, Citralina; Caldwell, Chris; Edler, Rebecca] Coll Menominee Nation, Sustainable Dev Inst, POB 1179, Keshena, WI USA; [Whyte, Kyle P.] Michigan State Univ, Dept Philosophy, 503 S Kedzie Hall, E Lansing, MI 48824 USA; [Suh, Sang C.; Upadhyaya, Anusha B. N.; Nadig, Ashwin N., V] Texas A&M Univ Commerce, Dept Comp Sci, Commerce, TX 75428 USA; [Durovic, Gordan] Univ Rijeka, Rijeka, Croatia; [Dlab, Martina Holenko; Hoic-Bozic, Natasa] Univ Rijeka, Dept Informat, Rijeka, Croatia; [Carpenter, Stacey L.; Harlow, Danielle B.; Bianchini, Julie A.] Univ Calif Santa Barbara, Dept Educ, Santa Barbara, CA 93106 USA; [Iveland, Ashley] WestEd, Redwood City, CA USA; [Moon, Sungmin] Univ Washington, Dept Biol, Seattle, WA 98195 USA; [Hansen, Alexandria K.] Calif State Univ Fresno, Fresno, CA 93740 USA; [Stohlmann, Micah] Univ Nevada, Dept Teaching & Learning, Las Vegas, NV 89154 USA; [Sato, Brian K.] Univ Calif Irvine, Dept Mol Biol & Biochem, Irvine, CA 92697 USA; [Hill, Cynthia F. C.] Tufts Univ, Dept Educ, Medford, MA 02155 USA; [Lo, Stanley M.] Univ Calif San Diego, Sect Cell & Dev Biol, Div Biol Sci, La Jolla, CA 92093 USA; [Lo, Stanley M.] Univ Calif San Diego, Program Math & Sci Educ, La Jolla, CA 92093 USA; [Dou, Remy; Hazari, Zahra] Florida Int Univ, Dept Teaching & Learning, Miami, FL 33199 USA; [Dou, Remy; Hazari, Zahra] Florida Int Univ, STEM Transformat Inst, Miami, FL 33199 USA; [Hazari, Zahra] Florida Int Univ, Dept Phys, Miami, FL 33199 USA; [Dabney, Katherine] Virginia Commonwealth Univ, Dept Teaching & Learning, Richmond, VA USA; [Sonnert, Gerhard; Sadler, Philip] Harvard Smithsonian Ctr Astrophys, Dept Sci Educ, 60 Garden St, Cambridge, MA 02138 USA; [Ryu, Minjung] Purdue Univ, Dept Chem, Dept Curriculum & Instruct, 100 N Univ St, W Lafayette, IN 47907 USA; [Mentzer, Nathan] Purdue Univ, Dept Curriculum & Instruct, Dept Technol Leadership & Innovat, 155 S Grant St, W Lafayette, IN 47907 USA; [Knobloch, Neil] Purdue Univ, Dept Youth Dev & Agr Educ, 615 West State St, W Lafayette, IN 47907 USA; [Sika-Paotonu, Dianne] Univ Otago, Wellington Sch Med & Hlth Sci, Dept Pathol & Mol Med, Dunedin, New Zealand; [Sika-Paotonu, Dianne] Univ Otago, Wellington Sch Med & Hlth Sci, Deans Dept, Dunedin, New Zealand; [Sika-Paotonu, Dianne] Telethon Kids Inst, Wesfarmers Ctr Vaccines & Infect Dis, Nedlands, WA, Australia; [Sika-Paotonu, Dianne] Victoria Univ Wellington, Wellington, New Zealand; [Sika-Paotonu, Dianne] Univ Auckland, Maurice Wilkins Ctr Mol Biodiscovery, Auckland, New Zealand; [Crabtree, Lenora M.] Univ N Carolina, 9210 Univ City Blvd, Charlotte, NC 28223 USA; [Richardson, Sonyia C.] Univ N Carolina, Sch Social Work, Charlotte, NC 28223 USA; [Lewis, Chance W.] Univ N Carolina, Urban Educ, Charlotte, NC 28223 USA; [Lewis, Chance W.] Univ N Carolina, Urban Educ Collaborat, Charlotte, NC 28223 USA; [Struyf, Annemie; De Loof, Haydee; Boeve-de Pauw, Jelle; Van Petegem, Peter] Univ Antwerp, Dept Training & Educ Sci, Antwerp, Belgium; [Priemer, Burkhard] Humboldt Univ, Phys Educ, Newtonstr 15, D-12489 Berlin, Germany; [Eilerts, Katja; Roesken-Winter, Bettina] Humboldt Univ, Math Educ Primary Sch, Berlin, Germany; [Filler, Andreas] Humboldt Univ, Math Educ, Berlin, Germany; [Pinkwart, Niels] Humboldt Univ, Comp Sci Educ, Berlin, Germany; [Tiemann, Ruediger] Humboldt Univ, Chem Educ, Berlin, Germany; [Zu Belzen, Annette Upmeier] Humboldt Univ, Biol Educ, Berlin, Germany; [Demissie, Hailemichael Teshome] Univ Gondar, Sch Law, Gondar, Ethiopia; [Jiang, Shiyan; Shen, Ji] Univ Miami, Dept Teaching & Learning, 5202 Univ Dr, Coral Gables, FL 33124 USA; [Smith, Blaine E.] Univ Arizona, Dept Teaching Learning & Socio Cultural Studies, Tucson, AZ USA; [Manuel Diego-Mantecon, Jose] Univ Cantabria, Fac Ciencias, Dept Matemat Estadist & Comp, Santander, Spain; [Blanco, Teresa F.] Univ Santiago Compostela, Fac Ciencias Educ, Dept Didact Aplicadas, Santiago De Compostela, Spain; [Bua Ares, Jose Benito] IES Sanchez Canton, Xunta Galicia, Pontevedra, Spain; [Gonzalez Sequeiros, Pablo] Univ Santiago Compostela, Fac Formac Prof, Lugo, Spain; [Gardner, Kimberly] Kennesaw State Univ, Coll Sci & Math, Kennesaw, GA 30144 USA; [Glassmeyer, David] Kennesaw State Univ, Bagwell Coll Educ, Kennesaw, GA 30144 USA; [Worthy, Roneisha] Kennesaw State Univ, Southern Polytech Coll Engn & Engn Technol, Kennesaw, GA 30144 USA; [Yin, Denise; Shumeyko, Christopher M.; Cline, Julia E.; Dunstan, Matthew K.; Goins, Philip E.; Field, Daniel M.] Oak Ridge Associated Univ, US Army Res Lab, Aberdeen Proving Ground, MD 21005 USA; [Burte, Heather; Gardony, Aaron L.; Taylor, Holly A.] Tufts Univ, Dept Psychol, 490 Boston Ave, Medford, MA 02155 USA; [Gardony, Aaron L.; Taylor, Holly A.] Ctr Appl Brain & Cognit Sci, 200 Boston Ave, Medford, MA 02155 USA; [Gardony, Aaron L.] US Army, Cognit Sci Team, Natick Soldier Res Dev & Engn Ctr, Natick, MA 01760 USA; [Hutton, Allyson] Think3d, 3811 Van Ness St NW, Washington, DC 20016 USA; [Fagerstrom, Jessica M.; Robertson, Gene E.] Northwest Medial Phys Ctr, Lynnwood, WA 98036 USA; [Gao, Wendy] Tacoma Valley Radiat Oncol Ctr, Puyallup, WA USA; Univ Minnesota, Med Sch, Minneapolis, MN 55455 USA; Coll Biol Sci, Dept Biochem Mol Biol & Biophys, Minneapolis, MN 55455 USA; [Livstrom, Illana C.; Roehrig, Gillian H.] Univ Minnesota, STEM Educ, 320 Learning & Environm,1954 Buford Ave, St Paul, MN 55108 USA; [Szostkowski, Alaina H.] Great River Sch, Elementary Educ, St Paul, MN USA; [Baran, Evrim] Iowa State Univ, Sch Educ, 0624B Lagomarcino Hall, Ames, IA 50011 USA; [Bilici, Sedef Canbazoglu] Aksaray Univ, Dept Math & Sci Educ, Aksaray, Turkey; [Mesutoglu, Canan] Istanbul Aydin Univ, Fac Educ, Istanbul, Turkey; [Ocak, Ceren] Univ Georgia, Learning Design & Technol, Athens, Greece; [Yanez, Gabriela Alonso] Univ Calgary, Werklund Sch Educ, 2500 Univ Dr NW, Calgary, AB T2N 1N4, Canada; [Thumlert, Kurt] York Univ, WC, Fac Educ, Keele Campus, Toronto, ON M3J 1P3, Canada; [de Castell, Suzanne] Univ Ontario Inst Technol, Fac Educ, 2000 Simcoe St North, Oshawa, ON L1H 7K4, Canada; [Jenson, Jennifer] York Univ, Fac Educ, 714 Ignat Kaneff Bldg,IKB Keele Campus, Toronto, ON, Canada; [Blackley, Susan; Howell, Jennifer] Curtin Univ, Bentley, WA, Australia; [Ximenes, Samuel W.] WEX Fdn & Explorat Architecture Corp, San Antonio, TX 78205 USA; [Roberts, SherylLynn] Univ Texas San Antonio, Ctr Community & Business Res, San Antonio, TX USA; [Lee, Tai Sik] Hanyang Univ, Int Space Explorat Res Inst, Seoul, South Korea; [Shin, Hyu-Soung] Korea Inst Civil Engn & Bldg Technol KICT, Extreme Construct Res Ctr, Goyang Si, Gyeonggi Do, South Korea; [Foing, Bernard] European Space Agcy, European Space Res & Technol Ctr ESTEC, Noordwijk, Netherlands; [Duarte, Carlos] Mexican Space Agcy AEM, Human Capital Dev, Mexico City, DF, Mexico; [van Aalderen-Smeets, Sandra I.] Saxion Univ Appl Sci, Acad Pedag & Educ, Deventer, Netherlands; [van Aalderen-Smeets, Sandra I.; van der Molen, Juliette H. Walma] Univ Twente, Fac Behav Management & Social Sci, Ctr Sci Educ & Talent Dev, Enschede, Netherlands; [Xenidou-Dervou, Iro] Loughborough Univ, Math Educ Ctr, Loughborough, Leics, England; [Pearl, Alastair Owen; Rayner, Gerry M.; Larson, Ian; Orlando, Laurence] Monash Univ, Melbourne, Vic, Australia; [Paige, Kathryn; Hardy, Graham] Univ South Australia, Sch Educ, Mawson Lakes Campus, Mawson Lakes, SA 5095, Australia; [Wang, Xueli; Sun, Ning; Wagner, Brit; Nachman, Brett Ranon] Univ Wisconsin Madison, Dept Educ Leadership & Policy Anal, Madison, WI 53706 USA; [Tan, Michael] Nanyang Technol Univ, Natl Inst Educ, Ctr Res Pedag & Practice, 1 Nanyang Walk, Singapore 637616, Singapore; [Taylor, Kellie] Galileo STEM Acad, Eagle, ID 83616 USA; [Baek, Youngkyun] Boise State Univ, Dept Educ Technol, Boise, ID 83725 USA; [Fahlman, Brad] Cent Michigan Univ, Dept Chem & Biochem, Mt Pleasant, MI 48859 USA; [Kaushal, Meesha; Walter, Michael] Univ N Carolina, Chem, Charlotte, NC USA; [Marchetti, April] Randolph Macon Coll, Ashland, VA 23005 USA; [Michelsen, Rebecca] Randolph Macon Coll, Chem, Ashland, VA 23005 USA; [Ritchie, Tessy] US Naval Acad, Annapolis, MD 21402 USA; [Mccartney, Melissa] Florida Int Univ, Miami, FL 33199 USA; [Mccartney, Melissa] STEM Transformat Inst, Miami, FL USA; [Hains-Wesson, Rachael] Univ Sydney, Sch Business, Room 4042,Abercrombie Bldg H70, Sydney, NSW 2006, Australia; [Pollard, Vikki] Holmesglen Inst, Southbank, Australia; [Kaider, Friederika; Young, Karen] Deakin Univ, Melbourne, Vic, Australia; [Hsu, Wei-Ling] Huaiyin Normal Univ, Sch Urban & Environm Sci, Inst Land & Urban Rural Planning, Huaian 223300, Peoples R China; [Chen, Yi-Sian] Chung Hua Univ, Dept Civil Engn, Hsinchu 30012, Taiwan; [Shiau, Yan-Chyuan] Chung Hua Univ, Dept Landscape Architecture, Hsinchu 30012, Taiwan; [Liu, Hsin-Lung] Minghsin Univ Sci & Technol, Dept Leisure Management, Hsinchu 30401, Taiwan; [Chern, Tian-Yow] Chung Hua Univ, Dept Architecture & Urban Planning, Hsinchu 30012, Taiwan; [Czajka, Charles Doug; McConnell, David] North Carolina State Univ, Dept Marine Earth & Atmospher Sci, 2800 Faucette Dr, Raleigh, NC 27695 USA; [Kurup, Premnadh M.; Powell, Greg; Brown, Michael] La Trobe Univ, Sch Educ, Coll Arts Social Sci & Commerce ASSC, Melbourne, Vic 3086, Australia; [Li, Xia] La Trobe Univ, Dept Math & Stat, Melbourne, Vic, Australia; [Aldahmash, Abdulwali H.] King Saud Univ, Excellent Ctr Sci & Math Educ, Chem Educ, POB 2458, Riyadh, Saudi Arabia; [Naem, M. Alamri] King Saud Univ, Coll Educ, Curriculum & Instruct Dept, Math Educ, POB 2458, Riyadh 11451, Saudi Arabia; [Naem, M. Alamri] King Saud Univ, Excellent Ctr Sci & Math Educ, POB 2458, Riyadh 11451, Saudi Arabia; [Aljallal, Mohammed A.] Minist Educ, Educ Adm, Riyadh, Saudi Arabia; [Schreffler, Jillian; Vasquez, Eleazar, III] Univ Cent Florida, Dept Child Family & Community Sci, Orlando, FL 32816 USA; [Chini, Jacquelyn; James, Westley] Univ Cent Florida, Phys Dept, Orlando, FL 32816 USA; [Mildenhall, P.] Edith Cowan Univ, Sch Educ, Perth, WA, Australia; [Cowie, B.] Univ Waikato Univ, Inst Educ Res, Hamilton, New Zealand; [Sherriff, B.] Edith Cowan Univ, Sch Educ, Perth, WA, Australia; [Solodikhina, M. V.] Moscow State Pedag Univ, Inst Phys Technol & Informat Syst, Dept Nat Sci & Innovat Technol, Moscow, Russia; [Solodikhina, A. A.] Natl Res Univ Higher Sch Econ, Russian Childrens Ctr Smena, Dept Interact Social Partners & Publ Org, Moscow, Russia; [Menon, Deepika] Towson Univ, Dept Phys, Astron, Geosci, Towson, MD 21252 USA; [Devadas, Mary Sajini] Towson Univ, Dept Chem, Towson, MD 21252 USA; [Smith, Caroline; Watson, Jane] Univ Tasmania, Burnie, Tas, Australia; [Smith, Caroline; Watson, Jane] Univ Tasmania, Hobart, Tas, Australia; [Fomichov, Vladimir A.] Natl Res Univ, Moscow Aviat Inst, Dept Intelligent Monitoring Syst, Inst Control Syst Informat & Elect Power Ind 3, Orshanskaya St 3, Moscow 121552, Russia; [Fomichova, Olga S.] State Budget Profess Educ Inst Sparrow Hills, Div Dialogue Sci, Univ Sky Prospect 5, Moscow 119296, Russia; [Henry, Meredith A.; Shorter, Shayla; Heemstra, Jennifer M.] Emory Clin, Dept Chem, Atlanta, GA 30322 USA; [Charkoudian, Louise] Haverford Coll, Dept Chem, Haverford, PA 19041 USA; [Corwin, Lisa A.] Univ Colorado, Dept Ecol & Evolutionary Biol, Boulder, CO 80309 USA; [Shortlidge, Erin E.; Rain-Griffith, Liz] Portland State Univ, Dept Biol, Portland, OR 97201 USA; [Shelby, Chloe; Shusterman, Gwendolyn P.; Barbera, Jack] Portland State Univ, Dept Chem, Portland, OR 97201 USA; [Shusterman, Gwendolyn P.] Portland State Univ, STEM Educ & Equ Inst, Portland, OR 97201 USA; [Wang, Yu] Penn State Univ, Dept Learning & Performance Syst, State Coll, PA 16802 USA; [Ma, Junfeng] Mississippi State Univ, Dept Ind & Syst Engn, Mississippi State, MS 39762 USA; [Kremer, Gul E.] Iowa State Univ, Dept Ind & Mfg Syst Engn, Ames, IA 50011 USA; [Jackson, Kathy L.] Penn State Univ, Schreyer Inst Teaching Excellence, University Pk, PA 16802 USA; [DeMara, Ronald F.] Univ Cent Florida, Dept Elect & Comp Engn, Orlando, FL 32816 USA; [Tian, Tian] Univ Cent Florida, Dept Mech & Aerosp Engn, Orlando, FL 32816 USA; [Howard, Wendy] Univ Cent Florida, Pegasus Innovat Lab, Orlando, FL 32816 USA; [Stevenson, Alma D.; Martinez, Alejandro Jose Gallard; Brkich, Katie Lynn; Flores, Belinda Bustos; Claeys, Lorena; Pitts, Wesley] Georgia Southern Univ, Dept Curriculum Fdn & Reading, POB 8144, Statesboro, GA 30460 USA; [Page-Reeves, Janet] Univ New Mexico, Family & Community Med, 2305 Renard Pl SE 200, Albuquerque, NM 87106 USA; [Marin, Ananda] Univ Calif Los Angeles, Grad Sch Educ & Informat Studies, Moore Hall 3341,405 Hilgard Ave, Los Angeles, CA 90095 USA; [DeerInWater, Kathy] AISES, 2305 Renard SE,Suite 200, Albuerque, NM 87106 USA; [Medin, Douglas] Northwestern Univ, Dept Psychol, Sch Educ & Social Policy, 2019 Sheridan Rd, Evanston, IL 60202 USA; [Moffett, Maurice] NCCI, 901 Peninsula Corp Circle, Boca Raton, FL 33487 USA; [Kayumova, Shakhnoza; Cardello, Suzanne] Univ Massachusetts Dartmouth, STEM Educ & Teacher Dev, Coll Arts & Sci, 285 Old Westport Rd, Dartmouth, MA 02747 USA; [McGuire, Chad J.] Univ Massachusetts Dartmouth, Publ Policy, Coll Arts & Sci, 285 Old Westport Rd, Dartmouth, MA 02747 USA; Florida Atlantic Univ, High Sch, Boca Raton, FL 33431 USA; Pine Jog Environm Educ Ctr, W Palm Beach, FL USA; [Serrano Perez, Edgar] Univ Tecnol Mexico, UNITEC MEXICO, Campus Atizapan,Blvd Calacoaya 7, Cd Adolfo Lopez Mateos 52970, Estado De Mexic, Mexico; [Juarez Lopez, Fernando] Inst Politecn Nacl CIITEC, Santa Catarina, Azcapotzalco, Mexico; [Kuo, Hsu-Chan] Natl Cheng Kung Univ, Ctr Teacher Educ, Tainan, Taiwan; [Kuo, Hsu-Chan; Yang, Ya-Ting Carolyn] Natl Cheng Kung Univ, Grad Inst Educ, Tainan, Taiwan; [Tseng, Yuan-Chi] Natl Tsing Hua Univ, Inst Serv Sci, Hsinchu, Taiwan; [Perignat, Elaine; Katz-Buonincontro, Jen] Drexel Univ, Sch Educ, 3401 Market St, Philadelphia, PA 19104 USA; [Buckley, Jeffrey; Seery, Niall] KTH Royal Inst Technol, Stockholm, Sweden; [Seery, Niall] Athlone Inst Technol, Westmeath, Ireland; [Canty, Donal] Univ Limerick, Limerick, Ireland; [Cheng, Albert] Univ Arkansas, 204 Grad Educ Bldg, Fayetteville, AR 72701 USA; [Bustamante, Andres S.] Univ Calif Irvine, Irvine, CA 92717 USA; [Hassinger-Das, Brenna] Pace Univ, New York, NY 10038 USA; [Hirsh-Pasek, Kathy] Temple Univ, Philadelphia, PA 19122 USA; [Hirsh-Pasek, Kathy] Brookings Inst, Washington, DC 20036 USA; [Golinkoff, Roberta M.] Univ Delaware, Newark, DE 19716 USA; [Zhuhadar, Leyla; Marklin, Scarlett; Kessler, Bruce; Helbig, Tuesdi] 1906 Coll Hts Blvd, Bowling Green, KY 42101 USA; [Daday, Jerry] Florida State Univ, Florida Area, Tallahassee, FL 32306 USA; [Sergis, Stylianos; Sampson, Demetrios G.] Univ Piraeus, Dept Digital Syst, GR-18532 Piraeus, Greece; [Sampson, Demetrios G.; Pelliccione, Lina] Curtin Univ, Sch Educ, Bentley Campus,Bldg 501,Level 4, Perth, WA, Australia; [Rodriguez-Triana, Maria Jesus; Gillet, Denis] Ecole Polytech Fed Lausanne, Sch Engn, REACT, Lausanne, Switzerland; [Rodriguez-Triana, Maria Jesus] Tallinn Univ, Sch Digital Technol, Ctr Excellence Educ Innovat, Tallinn, Estonia; [de Jong, Ton] Univ Twente, Fac Behav Sci, Dept Instruct Technol, NL-7500 AE Enschede, Netherlands; [Lesseig, Kristin; Firestone, Jonah; Morrison, Judy; Slavit, David; Holmlund, Tamara] Washington State Univ, 14204 NE Salmon Creek Ave, Vancouver, WA 98686 USA; [Asghar, Anila; Huang, Ying-Syuan] McGill Univ, Dept Integrated Studies Educ, Montreal, PQ H3A 2M1, Canada; [Elliott, Kenneth] McGill Univ, Montreal, PQ H3A 2M1, Canada; [Skelling, Yannick] Univ Quebec Montreal, Dept Didact, Montreal, PQ H2X 3R9, Canada; [Micari, Marina] Northwestern Univ, Acad Support & Learning Adv, Evanston, IL 60208 USA; [Pazos, Pilar] Old Dominion Univ, Engn Management & Syst Engn, Norfolk, VA USA; [Quigley, Cassie F.] Univ Pittsburgh, Dept Instruct & Learning, 5526 Wesley Posvar Hall, Pittsburgh, PA 15260 USA; [Beeman-Cadwallader, Nicole] Natl Math & Sci Initiat, Dallas, TX USA; [Carter, Ingrid S.] Metropolitan State Univ, Dept Elementary Educ & Literacy, Denver, CO USA; [Skorton, David] Smithsonian Inst, Washington, DC 20560 USA; [Kim, Youngmoo E.; Morton, Brandon G.; Gregorio, Jeff; Rosen, David S.; Edouard, Kareem; Vallett, Richard] Drexel Univ, Express & Creat Interact Technol Ctr, Philadelphia, PA 19104 USA; [Kim, Youngmoo E.] Drexel Univ, Elect & Comp Engn, Philadelphia, PA 19104 USA; [Edouard, Kareem] Drexel Univ, Sch Educ, Philadelphia, PA 19104 USA; [Wahono, Bevo] Natl Taiwan Normal Univ, Grad Inst Sci Educ, Taipei 11677, Taiwan; [Wahono, Bevo] Univ Jember, Fac Teacher Training & Educ, Jawa Timur 68121, Indonesia; [Chang, Chun-Yen] Natl Taiwan Normal Univ, Sci Educ Ctr, Taipei 11677, Taiwan; [LeSuer, Robert J.] SUNY Coll Brockport, Dept Chem & Biochem, Brockport, NY 14420 USA; [Maaia, Levi C.] Ctr Educ Res Literacies Learning & Inquiry Networ, Santa Barbara, CA 93106 USA; [Foss, Abbigail; Wilcoxen, Caitlin; Rasmus, Joseph] Williamston High Sch, Math & Sci Acad, 3939 Vanneter Rd, Williamston, MI 48895 USA; [Murphy, Steve] Charles Sturt Univ, Albury Wodonga, Australia; [MacDonald, Amy] Charles Sturt Univ, Sch Educ, Albury Wodonga, Australia; [Danaia, Lena; Wang, Cen] Charles Sturt Univ, Sch Teacher Educ, Bathurst, NSW, Australia; [Chai, Ching Sing] Chinese Univ Hong Kong, Dept Curriculum & Instruct, Fac Educ, Sha Tin, Hong Kong, Peoples R China; [Lee, Min-Hsien] Natl Taiwan Normal Univ, Program Learning Sci, Taipei, Taiwan; [Lee, Min-Hsien; Chang, Chun-Yen] Natl Taiwan Normal Univ, Inst Res Excellence Learning Sci, Taipei, Taiwan; [Hsu, Chung-Yuan] Natl Pingtung Univ Sci & Technol, Dept Child Care, Pingtung, Taiwan; [Chang, Chun-Yen] Natl Taiwan Normal Univ, Grad Inst Sci Educ, Taipei, Taiwan; [Dong, Yan; Xu, Chang; Song, Xiaoting; Fu, Qian] Beijing Normal Univ, Sch Educ Technol, Fac Educ, Beijing 100875, Peoples R China; [Chai, Ching Sing] Chinese Univ Hong Kong, Fac Educ, Shatin, Hong Kong, Peoples R China; [Huang, Yue] Beijing Univ Posts & Telecommun, Network Educ Coll, Beijing 100876, Peoples R China; [Geng, Jie; Jong, Morris Siu-Yung] Chinese Univ Hong Kong, CLST, Shatin, Hong Kong, Peoples R China; [Jong, Morris Siu-Yung; Chai, Ching Sing] Chinese Univ Hong Kong, Dept Curriculum & Instruct, Shatin, Hong Kong, Peoples R China; [So, Hyo-Jeong; Ryoo, Dahyeon; Park, Hyunjin] Ewha Womans Univ, Dept Educ Technol, 52 Ewhayeodae Gil, Seoul 03760, South Korea; [Choi, Hyungshin] Chuncheon Natl Univ Educ, Dept Comp Educ, 126 Gongji Ro, Chunchon, Gangwon Do, South Korea; [Ng, Wan; Fergusson, Jennifer] Univ Technol Sydney, Sch Educ, 15 Broadway, Ultimo, NSW 2007, Australia; [Lee, Min-Hsien] Natl Taiwan Normal Univ, Program Learning Sci, Taipei, Taiwan; [Chai, Ching Sing] Chinese Univ Hong Kong, Dept Curriculum & Instruct, Shatin, Hong Kong, Peoples R China; [Hong, Huang-Yao] Natl Chengchi Univ, Dept Educ, Taipei, Taiwan; [Lee, Min-Hsien] Natl Taiwan Normal Univ, Inst Res Excellence Learning Sci, Taipei, Taiwan; [Liu, Ran; Stamper, John] Carnegie Mellon Univ, Human Comp Interact Inst, Pittsburgh, PA 15213 USA; [Davenport, Jodi] WestEd, San Francisco, CA USA; [Crossley, Scott] Georgia State Univ, Dept Appl Linguist & English Second Language, Atlanta, GA 30303 USA; [McNamara, Danielle] Arizona State Univ, Dept Psychol, Tempe, AZ 85287 USA; [Nzinga, Kalonji; Sherin, Bruce] Northwestern Univ, Learning Sci Dept, Evanston, IL USA; [Hira, Ronil] Howard Univ, 2400 Sixth St NW, Washington, DC 20059 USA; [Camilli, Gregory] Rutgers State Univ, 10 Seminary Pl, New Brunswick, NJ 08901 USA; [Salzman, Hal] Rutgers State Univ, JJ Heldrich Ctr Workforce Dev, EJ Bloustein Sch Planning & Publ Policy, New Brunswick, NJ 08901 USA; [Benderly, Beryl Lieff] Rutgers State Univ, JJ Heldrich Ctr Workforce Dev, New Brunswick, NJ 08901 USA; [Hill, Christopher T.] George Mason Univ, Schar Sch Policy & Govt, Arlington, VA 22201 USA; [Kusmin, Marge] Tallinn Univ, Sch Digital Technol, Narva Mnt 25, EE-10120 Tallinn, Estonia; [Margot, Kelly C.] Grand Valley State Univ, Dept Teaching & Learning, 401 Fulton St W, Grand Rapids, MI 49504 USA; [Kettler, Todd] Baylor Univ, Sch Educ, Waco, TX 76798 USA; [Bermudez, Aurelio; Casado, Rafael; Fernandez, Guillermo; Guijarro, Maria; Olivas, Pablo] Univ Castilla La Mancha, Albacete Res Inst Informat, Comp Syst Dept, Campus Univ, Albacete, Spain; [Shahali, Edy Hafizan Mohd; Halim, Lilia; Rasul, Mohamad Sattar; Osman, Kamisah; Arsad, Nurazidawati Mohamad] Natl Univ Malaysia, Fac Educ, Bangi, Malaysia; [Dyrberg, Nadia Rahbek] Univ Southern Denmark, Fac Sci, Odense, Denmark; [Holmegaard, Henriette Tolstrup] Univ Copenhagen, Dept Sci Educ, Copenhagen, Denmark; [Osborne, Samuel; Paige, Kathy; Hattam, Robert; Rigney, Lester-Irabinna; Morrison, Anne] Univ South Australia, Div Educ Arts & Social Sci, Adelaide, SA 5001, Australia; [Hakovirta, Marko; Lucia, Lucian] North Carolina State Univ, Dept Forest Biomat, Raleigh, NC 27695 USA; [Santarsiero, Bernard D.] Univ Illinois, Off Vice Provost Div, Chicago, IL USA; [Villar-Martinez, Aitor; Angulo, Ignacio; Garcia-Zubia, Javier] Univ Deusto, Fac Engn, Bilbao 48007, Spain; [Villar-Martinez, Aitor; Rodriguez-Gil, Luis; Orduna, Pablo] LabsLand, Bilbao 48002, Spain; [Orduna, Pablo; Lopez-de-Ipina, Diego] DeustoTech Deusto Fdn, Bilbao 48007, Spain; [Fragou, Olga] Hellen Open Univ, Patras, Greece; [Goumopoulos, Christos; Tsompanos, Christos] Univ Aegean, Samos, Greece; [Shen, Pei-Di; Tang, Hui-Wen; Hsu, Lynne Cheng] Ming Chuan Univ, Inst Gen Educ, Taipei, Taiwan; [Tsai, Chia-Wen] Ming Chuan Univ, Dept Informat Management, Taipei, Taiwan; [Ferrada, Cristian] Inst Andres Bello, Talca, Chile; [Diaz-Levicoy, Danilo] Univ Catolica Maule, Fac Ciencias Basicas, Talca, Chile; [Salgado-Orellana, Norma] Univ Granada, Intervenc Psicopedagag, Granada, Spain; [Parraguez, Rafael] Univ Vina del Mar, Vina Del Mar, Chile; [Davila-Guzman, Nancy E.; Maya-Trevino, Maria L.; Sanchez-Vazquez, Astrid I.] Univ Autonoma Nuevo Leon, Sch Chem Sci, Nuevo Leon, Mexico; [Davila-Guzman, Nancy E.] Univ Autonoma Nuevo Leon, Sustainable Proc Grad Program, Nuevo Leon, Mexico; [Davila-Guzman, Nancy E.] Univ Autonoma Nuevo Leon, Res Grp Chem Engn, Nuevo Leon, Mexico; [Tiempos-Flores, Norma] Univ Autonoma Nuevo Leon, Sch Chem Sci, Basic Sci, Nuevo Leon, Mexico; [de Jesus Cerino-Cordova, Felipe] Univ Autonoma Nuevo Leon, Sch Chem Sci, Chem Engn & Environm Engn Dept, Nuevo Leon, Mexico; [de Jesus Cerino-Cordova, Felipe] Univ Autonoma Nuevo Leon, Mech & Elect Engn Sch, Nuevo Leon, Mexico; [Chiang, Feng-Kuang; Wang, Liyan] Shanghai Normal Univ, Dept Educ Technol, Coll Educ, Shanghai 200234, Peoples R China; [Yan, Xiaomei] Beijing Normal Univ, Smart Learning Inst, Beijing 100875, Peoples R China; [Zhang, Jingjing] Beijing Normal Univ, Big Data Ctr Technol Mediated Educ, Beijing 100875, Peoples R China; [Yang, Yehong; Chen, Li] Beijing Normal Univ, Sch Educ Technol, Res Ctr Distance Educ, Beijing 100875, Peoples R China; [Bazelais, Paul; Lemay, David John] McGill Univ, 3700 McTavish St, Montreal, PQ H3A 1Y2, Canada; [Doleck, Tenzin] Univ Southern Calif, 3470 Trousdale Pkwy, Los Angeles, CA 90089 USA; [Batdi, Veli] Kilis 7 Aralik Univ, Muallim Rifat Educ Fac, Dept Curriculum & Instruct, Kilis, Turkey; [Talan, Tarik] Gaziantep Islam Sci & Technol Univ, Fac Engn & Nat Sci, Gaziantep, Turkey; [Semerci, Cetin] Bartin Univ, Deanery Educ Fac, Bartin, Turkey; [Poyraz, Gizem Tekin] Bozan Veli Topcu Middle Sch, Minist Natl Educ, Eskisehir, Turkey; [Kumtepe, Evrim Genc] Anadolu Univ, Dept Continuing Educ, Fac Open Educ, Off 607, Eskisehir, Turkey; [Poyraz, Gizem Tekin] Bozan Veli Topcu Middle Sch Alpu, Eskisehir, Turkey; [Karahan, Engin] Eskisehir Osmangazi Univ, Fac Educ Curriculum & Instruct, Meselik Campus, TR-26480 Eskisehir, Turkey; [Unal, Aycin] Mugla Sci & Art Ctr, Mugla, Turkey; [Chehlarova, Toni] Bulgarian Acad Sci, Inst Math & Informat, Sofia, Bulgaria; [Kotseva, Ivelina; Gaydarova, Maya] Univ Sofia, Fac Phys, Dept Phys Educ, Sofia, Bulgaria; [Ergun, Aysegul] Manisa Celal Bayar Univ, Fac Educ, Dept Math & Sci Educ, Manisa, Turkey; [Balcin, Muhammed Dogukan] Marmara Univ, Inst Educ Sci, Dept Math & Sci Educ, Istanbul, Turkey; [Zhai, Lian] Sichuan Vocat & Tech Coll, Suining, Peoples R China; [Pitt, Caroline R.; Strickman, Rose; Davis, Katie] Univ Washington, Informat Sch, Seattle, WA 98195 USA; [Bell, Adam] Univ Washington, Coll Educ, Seattle, WA 98195 USA; [Heller, Niels] Ludwig Maximilian Univ Munich, Oettingenstr 67, D-80538 Munich, Germany; [Bry, Francois] Ludwig Maximilian Univ Munich, Inst Informat, Oettingenstr 67, D-80538 Munich, Germany; [Campbell, Laurie O.; Heller, Samantha; DeMara, Ronald F.] Univ Cent Florida, Orlando, FL 32816 USA; [Kefalis, Chrysovalantis] NCSR Demokritos, Inst Informat & Telecommun, Net Media Lab & Mind Brain R&D, Athens 15310, Greece; [Drigas, Athanasios] NCSR Demokritos, Inst Informat & Telecommun, Athens 15310, Greece; [Krawec, Jennifer; Steinberg, Marissa] Univ Miami, Dept Teaching & Learning, Coral Gables, FL 33124 USA; [Erdil, D. Cenk] Sacred Heart Univ, Sch Comp Sci & Engn, Fairfield, CT 06825 USA; [Bartels, Selina L.] Valparaiso Univ, Dept Educ, Valparaiso, IN 46383 USA; [Rupe, Kathryn M.; Lederman, Judith S.] IIT, Dept Math & Sci Educ, Chicago, IL 60616 USA; [Gingl, Zoltan; Makan, Gergely; Mellar, Janos; Vadai, Gergely; Mingesz, Robert] Univ Szeged, Dept Tech Informat, H-6720 Szeged, Hungary; [Bazelais, Paul; Lemay, David John] McGill Univ, 3700 McTavish St, Montreal, PQ H3A 1Y2, Canada; [Doleck, Tenzin] Univ Southern Calif, 3470 Trousdale Pkwy, Los Angeles, CA 90089 USA; [Ling, Loh Su; Pang, Vincent; Lajium, Denis] Univ Malaysia Sabah, Kota Kinabalu, Malaysia; [Tsang, Tiffany Lee] Univ Calif Los Angeles, Higher Educ, Los Angeles, CA 90095 USA; [Cooper, G.; Park, H.; Nasr, Z.; Thong, L. P.; Johnson, R.] RMIT Univ, Melbourne, Vic, Australia; [Tsunekawa, Koji; Shioiri, Toshiki] Gifu Univ, Dept Inst Res Med Educ, Grad Sch Med, Gifu, Japan; [Tsunekawa, Koji] Gifu Univ, Med Educ Dev Ctr, Gifu, Japan; [Avendano, Laura; Renteria, Jessica; Kwon, Sarah; Hamdan, Kamal] Calif State Univ Dominguez Hills, CISE, CS13, Carson, CA 90747 USA; [Slavinec, Mitja; Abersek, Boris; Gacevic, Dino; Flogie, Andrej] Univ Maribor, Fac Nat Sci & Math, Koroska 160, Maribor 2000, Slovenia; [Flogie, Andrej] Inst Anton Martin Slomsek, Vrbanska 30, Maribor 2000, Slovenia; [Su, Chung-Ho] Shu Te Univ, Dept Animat & Game Design, 59 Hengshan Rd, Kaohsiung 824, Taiwan; [Zhou, Shao-Na; Zeng, Hui; Xu, Shao-Rui; Chen, Lu-Chang; Xiao, Hua] South China Normal Univ, Sch Phys & Telecommun Engn, Guangzhou 510006, Guangdong, Peoples R China; [Pomales-Garcia, C.; Reyes-Rivera, Z. A.; Mercado-Colon, J.] Univ Puerto Rico Mayaguez, Ind Engn Dept, Mayaguez, PR 00682 USA; [Padovani, A. M.; Suarez, O. M.] Univ Puerto Rico Mayaguez, Engn Sci & Mat Dept, Mayaguez, PR USA; [Alvarez, J. E.] Univ Puerto Rico Mayaguez, Gen Lib, Mayaguez, PR USA; [Ozcan, Hasan] Aksaray Univ, Fac Educ, Dept Math & Sci Educ, Aksaray, Turkey; [Koca, Esra] Aksaray Univ, Inst Sci, Aksaray, Turkey; [Pandal Blanco, Adrian; Barrio Perotti, Raul; Blanco Marigorta, Eduardo] Univ Oviedo, Energy Dept, Fluid Mech Area, Gijon 33203, Spain; [Fernandez-Tena, Ana] Univ Oviedo, Nursing Sch, Gijon 33203, Spain; [Achilleos, Achilleas P.] Frederick Univ, Dept Comp Engn & Sci, CY-3080 Nicosia, Cyprus; [Mettouris, Christos; Yeratziotis, Alexandros; Papadopoulos, George A.] Univ Cyprus, Dept Comp Sci, CY-1678 Nicosia, Cyprus; [Pllana, Sabri] Linnaeus Univ, Dept Comp Sci, S-35195 Vaxjo, Smaland, Sweden; [Huber, Florian; Jaeger, Bernhard; Leitner, Peter] SYNYO GmbH, A-1060 Vienna, Austria; [Ocsovszky, Zsofia; Dinnyes, Andras] BioTalentum Ltd, H-262100 Godollo, Hungary; [Alan, Burcu; Zengin, Fikriye Kirbag; Kececi, Gonca] Firat Univ, Dept Sci Educ, Fac Educ, Elazig, Turkey; [Kenyon, Kristy L.; Cosentino, Bradley J.] Hobart & William Smith Coll, Biol, Geneva, NY 14456 USA; [Gottesman, Alan J.; Hoskins, Sally G.] CUNY City Coll, Biol, New York, NY 10031 USA; [Onorato, Morgan E.] Hobart & William Smith, Geneva, NY USA; [Hoque, Jamila] CUNY City Coll, New York, NY 10031 USA; [Zhao, Wenxiao] Univ Jinan, Sch Foreign Languages, Jinan, Shandong, Peoples R China; [Guo, Shaoni] Qingdao Univ Sci & Technol, Chinesisch Deutsch Tech Fak, Qingdao, Peoples R China; [Wu, Ting] Southwest Jiaotong Univ, Chengdu, Sichuan, Peoples R China; [Albion, Peter] Univ Southern Queensland, Toowoomba, Qld, Australia; [Valero, Mario M.; Planas, Eulalia] Univ Politecn Cataluna, EEBE, Ctr Technol Risk Studies CERTEC, Dept Chem Engn, Eduard Maristany 16, Barcelona 08019, Spain; [Martinez, Maria] Univ Politecn Cataluna, EEBE, Barcelona Res Ctr Multiscale Sci & Engn, Dept Chem Engn, Eduard Maristany 16, Barcelona 08019, Spain; [Pozo, Francesc] Univ Politecn Cataluna, EEBE, Control Modeling Identificat & Applicat CoDAlab, Dept Math, Eduard Maristany 16, Barcelona 08019, Spain; [van den Hurk, Anniek; Meelissen, Martina] Univ Twente, Dept OMD, Postbus 217, NL-7500 AE Enschede, Netherlands; [van Langen, Annemarie] KBA Nijmegen, Nijmegen, Netherlands; [Lin, Tzung-Jin; Tsai, Chin-Chung] Natl Taiwan Normal Univ, Coll Educ, Sch Learning Informat, Program Learning Sci, Taipei, Taiwan; [Lin, Tzung-Jin; Tsai, Chin-Chung] Natl Taiwan Normal Univ, Inst Res Excellence Learning Sci, Taipei, Taiwan; [Lin, Tzu-Chiang] Natl Kaohsiung Univ Sci & Technol, Gen Educ Ctr, Kaohsiung, Taiwan; [Potvin, Patrice] Univ Quebec Montreal, Dept Didact, Montreal, PQ, Canada; [Ni, Qin; Zhang, Lele; Zhang, Bo] Shanghai Normal Univ, Coll Informat Mech & Elect Engn, Shanghai 200234, Peoples R China; [Chiang, Feng-Kuang] Shanghai Normal Univ, Coll Educ, Dept Educ Technol, Shanghai 200234, Peoples R China; [Stebbins, Melissa; Goris, Tatiana] Pittsburg State Univ, Pittsburg, KS 66762 USA; [Wahono, Bevo] Natl Taiwan Normal Univ, Grad Inst Sci Educ, Taipei, Taiwan; [Wahono, Bevo] Univ Jember, Fac Teacher Training & Educ, Jember, Indonesia; [Chang, Chun-Yen] Natl Taiwan Normal Univ, Sci Educ Ctr, Taipei, Taiwan; [Ergun, Aysegul] Manisa Celal Bayar Univ, Dept Math & Sci Educ, Fac Educ, TR-45900 Demirci, Manisa, Turkey; [Balcin, Mohammed Dogukan] Marmara Univ, Egitim Bilimleri Enstitusu, Istanbul, Turkey; [Ergun, Aysegul] Manisa Celal Bayar Univ, Egitim Fak, Manisa, Turkey; [Gencer, Ayse Savran; Can, Bilge] Pamukkale Univ, Egitim Fak, Matemat & Fen Bilimleri Egitimi Bolumu, Denizli, Turkey; [Dogan, Hilmi] Milli Egitim Bakanligi, Antalya, Turkey; [Bilen, Kadir] Alanya Alaaddin Keykubat Univ, Egitim Fak, Matemat & Fen Bilimleri Egitimi Bolumu, Alanya, Turkey; [Buckley, Jeffrey; Seery, Niall] KTH Royal Inst Technol, Stockholm, Sweden; [O'Connor, Adrian; Hyland, Tomas; Canty, Donal] Univ Limerick, Limerick, Ireland; [Seery, Niall] Athlone Inst Technol, Westmeath, Ireland; [Tao, Aoxiang; Huang, Yuying; Shinohara, Yasuhiro; Caylor, Matthew L.; Pashikanti, Srinath; Xu, Dong] Idaho State Univ, Coll Pharm, Dept Biomed & Pharmaceut Sci, Kasiska Div Hlth Sci, Meridian, ID 83642 USA; [Kim, Eunjeong; Oliver, J. Steve; Kim, Young Ae] Univ Georgia, Dept Math & Sci Educ, 105 Aderhold Hall,110 Carlton St, Athens, GA 30602 USA; [Kim, Young Ae] Univ Arizona, Dept Chem & Biochem, Tucson, AZ USA; [Kanadli, Sedat] Mersin Univ, Educ Fac, Mersin, Turkey; [Vazquez Romero, Isabel Ma; Blanco-Blanco, Angeles] Univ Complutense Madrid, Madrid, Spain; [Kim, ChanMin; Kim, Dongho; Hill, Roger B.] Univ Georgia, Coll Educ, Athens, GA 30602 USA; [Yuan, Jiangmei] West Virginia Univ, Coll Educ & Human Serv, Morgantown, WV USA; [Doshi, Prashant] Univ Georgia, Coll Arts & Sci, Athens, GA 30602 USA; [Thai, Chi N.; Melias, Ernst] Univ Georgia, Coll Engn, Athens, GA 30602 USA; [Tsai, Meng-Jung; Wang, Ching-Yeh; Hsu, Po-Fen] Natl Taiwan Univ Sci & Technol, Grad Inst Digital Learning & Educ, 43,Sect 4,Keelung Rd, Taipei 106, Taiwan; [Chubko, Nadezhda; Morris, Julia E.; McKinnon, David H.; Slater, Eileen, V; Lummis, Geoffrey W.] Edith Cowan Univ, Sch Educ, Perth, WA 6027, Australia; [Beier, Margaret E.; Kim, Michelle H.; Leautaud, Veronica; Bishnoi, Sandra; Gilberto, Jaqueline M.] Rice Univ, Dept Psychol, MS 25,6100 Main St, Houston, TX 77251 USA; [Saterbak, Ann] Duke Univ, Dept Biomed Engn, Durham, NC 27706 USA; [Li, Yeping] Texas A&M Univ, College Stn, TX 77843 USA; [Thompson, Meredith M.; Wang, Annie; Roy, Dan; Klopfer, Eric] MIT, Comparat Media Studies & Writing, 77 Massachusetts Ave, Cambridge, MA 02139 USA; [Kim, Han-Jong; Jeong, Yunwoo; Kim, Ju-Whan; Nam, Tek-Jin] Korea Adv Inst Sci & Technol, Dept Ind Design, 291 Daehak Ro, Daejeon 34141, South Korea; [Bazelais, Paul; Lemay, David John; Doleck, Tenzin] McGill Univ, 3700 McTavish St, Montreal, PQ H3A 1Y2, Canada; [Wang, Xingwei; Guo, Liang] China Univ Petr East China, Sch Informat & Control Engn, Qingdao 266580, Shandong, Peoples R China; [Xu, Wenwen] China Univ Petr East China, Sch Econ & Management, Qingdao 266580, Shandong, Peoples R China; [Struminger, Rhonda; Short, Rachel A.; Lawing, A. Michelle] Texas A&M Univ, Ecosyst Sci & Management Dept, College Stn, TX 77843 USA; [Short, Rachel A.] East Tennessee State Univ, Don Sundquist Ctr Excellence Paleontol, Gray Fossil Site & Museum, Johnson City, TN USA; [Zarestky, Jill] Colorado State Univ, Sch Educ, Ft Collins, CO 80523 USA; [Hite, Rebecca] Texas Tech Univ, Dept Curriculum & Instruct, Lubbock, TX 79409 USA; [Vega, Julio; Canas, Jose M.] Rey Juan Carlos Univ, Dept Telemat Syst & Computat, Camino Molino S-N, Madrid 28934, Spain; [Li, Yan; Zhang, Qiaoliang; Feng, Wenfang; Wang, Song] Lanzhou Univ Technol, Sch Econ & Management, Lanzhou, Gansu, Peoples R China; [Li, Yan] Hohai Univ, Business Sch, Nanjing, Jiangsu, Peoples R China; [Feng, Wenfang] Southeast Univ, Sch Econ & Management, Nanjing, Jiangsu, Peoples R China; [Kang, Haibin] Lanzhou Univ Technol, Lanzhou, Gansu, Peoples R China; [Kang, Haibin; Bao, Zheshi] Nanjing Univ Finance & Econ, Nanjing, Jiangsu, Peoples R China; [Nelson, Kari L.; Reuter, Claudia M.; Cutucache, Christine E.] Univ Nebraska, Dept Biol, Omaha, NE 68182 USA; [Garner, Pamela W.; Wood, Thomas] George Mason Univ, Sch Integrat Studies, 4400 Univ Dr, Fairfax, VA 22030 USA; [Gabitova, Nuria; Gupta, Anuradha] iSch Future, Fairfax, VA USA; [Zouda, Majd] Univ Toronto, OISE, Dept Curriculum Teaching & Learning, 252 Bloor St West, Toronto, ON M5S 1V6, Canada; [Alemdar, Meltem; Cappelli, Christopher J.] Georgia Inst Technol, Ctr Educ Integrating Sci Math & Comp, 817 West Peachtree St NW,Suite 300, Atlanta, GA 30308 USA; [Criswell, Brett A.] Univ Kentucky, Dept STEM Educ, 119 Taylor Educ Bldg, Lexington, KY 40506 USA; [Rushton, Gregory T.] SUNY Stony Brook, Inst STEM Educ, Life Sci 092, Stony Brook, NY 11794 USA; [Gravel, Brian E.; Kohberger, Kaitlin] Tufts Univ, 12 Upper Campus Rd,Paige Hall, Medford, MA 02155 USA; [Tucker-Raymond, Eli] TERC, 2067 Massachusetts Ave, Cambridge, MA 02140 USA; [Browne, Kyle] Lesley Univ, 29 Everett St, Cambridge, MA 02138 USA; [Prescod, Diandra J.] Penn State Univ, Dept Educ Psychol Counseling & Special Educ, 301 Cedar Bldg, University Pk, PA 16802 USA; [Daire, Andrew P.] Virginia Commonwealth Univ, Sch Educ, Richmond, VA 23284 USA; [Young, Cynthia] Univ Cent Florida, Dept Math, Orlando, FL 32816 USA; [Dagley, Melissa; Georgiopoulos, Michael] Univ Cent Florida, Dept Elect & Comp Engn, Orlando, FL 32816 USA; [Young, Cynthia] Clemson Univ, Coll Sci, Clemson, SC 29631 USA; [Scalise, Kathleen; Zvoch, Keith; Park, Sunhi; Kleinfelder, Bren; Partsafas, Andrea] Univ Oregon, Dept Educ Methodol Policy & Leadership, 5267 Univ Oregon, Eugene, OR 97403 USA; [Irvin, P. Shawn] Univ Oregon, Behav Res & Teaching Ctr, Eugene, OR 97403 USA; [Alresheed, Fahad; Landis, Britt; Meng, Paul] Univ Oregon, Dept Special Educ & Clin Sci, Eugene, OR 97403 USA; [Yim-Dockery, Huna; Halladay, Lauren] Univ Oregon, Dept Counseling Psychol & Human Serv, Eugene, OR 97403 USA; [Kloser, Matthew; Wilsey, Matthew; Twohy, Kyra E.; Immonen, Audrey D.; Navotas, Ariel C.] Univ Notre Dame, Notre Dame Ctr STEM Educ, 107 Carole Sandner Hall, Notre Dame, IN 46556 USA; [Shadle, Susan E.] Boise State Univ, Ctr Teaching & Learning, 1910 Univ Dr,MS 1005, Boise, ID 83725 USA; [Liu, Yujuan] Univ Wisconsin Parkside, Dept Chem, Kenosha, WI 53144 USA; [Lewis, Jennifer E.] Univ S Florida, Dept Chem, Tampa, FL 33620 USA; [Minderhout, Vicky] Seattle Univ, Dept Chem, Seattle, WA 98122 USA; 0; [Castleman, Benjamin L.] Univ Virginia, Curry Sch Educ, Educ & Publ Policy, Ruffner Hall 262,POB 400265, Charlottesville, VA 22904 USA; [Long, Bridget Terry] Harvard Grad Sch Educ, Educ & Econ, 6 Appian Way,Gutman 465, Cambridge, MA 02138 USA; [Long, Bridget Terry] NBER, Cambridge, MA 02138 USA; [Mabel, Zachary] Harvard Grad Sch Educ, 6 Appian Way,Gutman 244, Cambridge, MA 02138 USA; [Carlisle, Deborah L.; Weaver, Gabriela C.] Univ Massachusetts, 140 Hicks Way, Amherst, MA 01003 USA; [Sharma, Jyoti] Govt India, Dept Sci & Technol, Minist Sci & Technol, Delhi, India; [Sharma, Jyoti; Yarlagadda, Prasad K. D. V.] Queensland Univ Technol, Sci & Engn Fac, Brisbane, Qld, Australia; [Lai, Chih-Hung; Chu, Chih-Ming] Natl Dong Hwa Univ, Dept Comp Sci & Informat Engn, Hualien, Taiwan; [Chen, Chih-Hui] St Frans Xavier High Sch, Dept Comp Sci, Taoyuan, Taiwan; [Ioannou, Andri; Makridou, Eria] Cyprus Univ Technol, Cyprus Interact Lab, 30 Archbishop Kyprianou Str, CY-3036 Lemesos, Cyprus; [Bazelais, Paul; Doleck, Tenzin] McGill Univ, 3700 McTavish St, Montreal, PQ H3A 1Y2, Canada; [Ramli, Aini Aziziah; Ibrahim, Nor Hasniza; Yusof, Farahwahida Mohd; Surif, Johari] Univ Teknol Malaysia, Fac Educ, Skudai, Malaysia; [Rasul, Mohamad Sattar; Zahriman, Norsalehan; Halim, Lilia] Univ Kebangsaan Malaysia, Ukm Bangi 43600, Selangor Darul, Malaysia; [Abd Rauf, Roseamnah] Univ Malaya, Kuala Lumpur 50603, Malaysia; [Bancroft, Senetta F.] Southern Illinois Univ, 625 Wham Dr,Mail Code 4610, Carbondale, IL 62901 USA; [Dalvi, Tejaswini S.] Univ Massachusetts, Ctr Sci & Math Context, Boston, MA 02125 USA; [Dalvi, Tejaswini S.] Univ Massachusetts, Dept Curriculum & Instruct, Boston, MA 02125 USA; [Stohlmann, Micah] Univ Nevada, Dept Teaching & Learning, Las Vegas, NV 89154 USA; [Morton, Terrell R.] Univ Missouri, Coll Educ, Learning Teaching & Curriculum Dept, Columbia, MO 65211 USA; [Parsons, Eileen C.] Univ N Carolina, Sch Educ, Sci Educ, Chapel Hill, NC 27515 USA; [Simoncini, Kym] Univ Canberra, STEM Educ Res Ctr, Bruce, ACT 2617, Australia; [Lasen, Michelle] James Cook Univ, Cairns, Qld, Australia; [Boyd, Monica] Univ Toronto, Dept Sociol, 725 Spadina Ave, Toronto, ON M5S 2J4, Canada; [Tian, Siyue] Environ Analyt, Toronto, ON, Canada; [Jorgenson, Simon] Univ Vermont, Dept Educ, Burlington, VT 05405 USA; [Lupinacci, John] Washington State Univ, Pullman, WA 99164 USA; [Wolfmeyer, Mark] Kutztown Univ Penn, Kutztown, PA USA; [Banack, Hartley] Univ British Columbia, Dept Curriculum & Pedag, Fac Educ, Vancouver, BC, Canada; [Teeple, Jamie E.] Ohio State Univ, Educ Studies, Columbus, OH 43210 USA; [Chesky, Nataly] SUNY Coll New Paltz, New Paltz, NY 12561 USA; [Goldstein, Rebecca A.] Montclair State Univ, Secondary & Special Educ, Montclair, NJ 07043 USA; [Goldstein, Rebecca A.] Montclair State Univ, Montclair, NJ 07043 USA; [McGuire, Chad J.] Univ Massachusetts Dartmouth, Dept Publ Policy, Environm Policy, Dartmouth, MA 02747 USA; [Kayumova, Shakhnoza] Univ Massachusetts Dartmouth, STEM Educ & Teacher Dev, Dartmouth, MA 02747 USA; [Brigati, Jennifer] Maryville Coll, Div Nat Sci, Biol, 108 Sutton Sci Ctr,502 E Lamar Alexander Pkwy, Maryville, TN 37804 USA; [Barrett, Rainier; Gandhi, Heta A.; White, Andrew D.] Univ Rochester, Dept Chem Engn, Rochester, NY 14627 USA; [Naganathan, Anusha; Daniels, Danielle; Zhang, Yang; Onwunaka, Chibueze; Luehmann, April] Univ Rochester, Warner Sch Educ, Rochester, NY 14627 USA; [Azman, Mohamed Nor Azhari; Sharif, Aisyah Mohamad; Balakrishnan, Balamuralithara; Yaacob, Mohd Ikhwan Hadi; Baharom, Sadiah; Zain, Haniza Hanim Mohd; Muthalib, Fadhil Harfiez Abdul; Samara, Nuramalina] Univ Pendidikan Sultan Idris, Tanjong Malim 35900, Perak, Malaysia; [Parmin] Univ Negeri Semarang, Sekaran Campus, Gunungpati 50229, Semarang, Indonesia; [Gibbons, Rebecca E.; Raker, Jeffrey R.] Univ S Florida, Dept Chem, 4202 East Fowler Ave,CHE 205, Tampa, FL 33620 USA; [Villafane, Sachel M.] Calif State Univ Fullerton, Dept Chem & Biochem, Fullerton, CA 92634 USA; [Stains, Marilyne] Univ Nebraska Lincoln, Dept Chem, Lincoln, NE USA; [Murphy, Kristen L.] Univ Wisconsin Milwaukee, Dept Chem & Biochem, Milwaukee, WI USA; [Novak, Elena; Wisdom, Sonya] Kent State Univ, Sch Lifespan Dev & Educ Sci, 150 Terrace Dr,POB 5190, Kent, OH 44242 USA; [Shiau, Steven J. H.; Juang, Jer-Nan] Natl Cheng Kung Univ, Dept Engn Sci, 1 Univ Rd, Tainan 701, Taiwan; [Shiau, Steven J. H.; Yang, Chia-Lee] Natl Ctr High Performance Comp, 7,R&D Rd VI, Hsinchu 30076, Taiwan; [Huang, Chi-Yo] Natl Taiwan Normal Univ, Dept Ind Educ, Taipei 106, Taiwan; [Sorby, Sheryl] Univ Cincinnati, Dept Engn Educ, Cincinnati, OH 45220 USA; [Veurink, Norma] Michigan Technol Univ, Engn Fundamentals Dept, Houghton, MI 49931 USA; [Streiner, Scott] Rowan Univ, Expt Engn Educ Dept, Glassboro, NJ USA; [Margulieux, Lauren E.] Georgia State Univ, Learning Technol Div, Atlanta, GA 30302 USA; [Catrambone, Richard; Schaeffer, Laura M.] Georgia Inst Technol, Atlanta, GA 30332 USA; [Kim, ChanMin; Vasconcelos, Lucas; Shin, Minyoung; Hill, Roger B.] Univ Georgia, Coll Educ, Athens, GA 30602 USA; [Yuan, Jiangmei] West Virginia Univ, Coll Educ & Human Serv, Morgantown, WV 26506 USA; [Sanchez Carracedo, Fermin; Soler, Antonia; Martin, Carme; Lopez, David; Ageno, Alicia; Cabre, Jose; Garcia, Jordi; Aranda, Joan; Gibert, Karina] UPC, BarcelonaTech, Barcelona Sch Informat, Barcelona, Spain; [Roberts, Thomas] Bowling Green State Univ, 529 Educ Bldg, Bowling Green, OH 43403 USA; [Jackson, Christa; Delaney, Ashley] Iowa State Univ, Sch Educ, 2642A Lagomarcino Hall,901 Stange Rd, Ames, IA 50011 USA; [Mohr-Schroeder, Margaret J.; Putnam, Lydia] Univ Kentucky, 105 Taylor Educ Bldg, Lexington, KY 40506 USA; [Bush, Sarah B.] Univ Cent Florida, Sch Teaching Learning & Leadership, Coll Educ & Human Performance, POB 161250, Orlando, FL 32816 USA; [Maiorca, Cathrine] Calif State Univ Long Beach, Dept Teacher Educ, 1250 Bellflower Blvd, Long Beach, CA 90840 USA; [Cavalcanti, Maureen] Ohio State Univ, Coll Med, 370 W 9th Ave, Columbus, OH 43210 USA; [Schroeder, D. Craig] Fayette Cty Publ Sch, 1224 Kannapolis Pl, Lexington, KY 40513 USA; [Cremeans, Chaise] Morehead State Univ, 4156 Starrush Pl, Lexington, KY 40509 USA; [Lee, Stephen; Crane, Brian R.; Ruttledge, Thomas; Guelce, Dominique; Yee, Estella F.; Lenetsky, Michael; Caffrey, Matthew; Johnsen, Walter De Ath; Lin, Anthony; Lu, Shuting; Rodriguez, Marc-Anthony; Wague, Aboubacar; Wu, Kane] Cornell Univ, Dept Chem & Chem Biol, Ithaca, NY 14853 USA; [Kayumova, Shakhnoza] Univ Massachusetts, N Dartmouth, MA 02747 USA; [Zhang, Wenbo] Rhode Isl Sch Design, Providence, RI 02903 USA; [Scantlebury, Kathryn] Univ Delaware, Newark, DE USA; [Hossain, Zahid] Stanford Univ, Comp Sci, Bioengn, 450 Serra Mall, Stanford, CA 94305 USA; [Bumbacher, Engin; Blikstein, Paulo] Stanford Univ, Sch Educ, 450 Serra Mall, Stanford, CA 94305 USA; [Brauneis, Alison] Stanford Univ, Digital Learning Strategy, 450 Serra Mall, Stanford, CA 94305 USA; [Diaz, Monica] Stanford Univ, Engn & Prod, 450 Serra Mall, Stanford, CA 94305 USA; [Saltarelli, Andy] Stanford Univ, VPTL Teaching Practice, 450 Serra Mall, Stanford, CA 94305 USA; [Riedel-Kruse, Ingmar H.] Stanford Univ, Bioengn, 450 Serra Mall, Stanford, CA 94305 USA; [Bell, Dawne] Univ Lancaster, Lancaster LA1 4YW, England; [Morrison-Love, David] Univ Glasgow, St Andrews Bldg,11 Eldon St, Glasgow G3 6NH, Lanark, Scotland; [Wooff, David] Edge Hill Univ, St Helens Rd, Ormskirk L39 4QP, Lancs, England; [McLain, Matt] Liverpool John Moores Univ, IM Marsh Campus,Mossley Hill Rd, Liverpool L17 6DB, Merseyside, England; [Goralnik, Lissy] Michigan State Univ, Dept Community Sustainabil, Environm Studies & Community Engagement, 480 Wilson Rd 151, E Lansing, MI 48824 USA; [Thorp, Laurie] Michigan State Univ, 480 Wilson Rd 151, E Lansing, MI 48824 USA; [Rickborn, Alissa] Oregon State Univ, Integrat Biol, Corvallis, OR 97331 USA; [Gunckel, Kristin L.; Tolbert, Sara] Univ Arizona, Dept Teaching Learning & Sociocultural Studies, 1430 E 2nd St,POB 210069, Tucson, AZ 85721 USA; 0; [Korkmaz, Fahrettin] Minist Natl Educ, Gaziantep, Turkey; [Kohn, Cory; Wiser, Michael J.; Pennock, Robert T.; Smith, James J.; Mead, Louise S.] Michigan State Univ, BEACON Ctr Study Evolut Act, E Lansing, MI 48824 USA; [Kohn, Cory; Smith, James J.; Mead, Louise S.] Michigan State Univ, Dept Integrat Biol, E Lansing, MI 48824 USA; [Kohn, Cory; Wiser, Michael J.; Pennock, Robert T.; Smith, James J.; Mead, Louise S.] Michigan State Univ, Program Ecol Evolutionary Biol & Behav, E Lansing, MI 48824 USA; [Pennock, Robert T.; Smith, James J.] Michigan State Univ, Lyman Briggs Coll, E Lansing, MI 48824 USA; [Pennock, Robert T.] Michigan State Univ, Dept Philosophy, E Lansing, MI 48824 USA; [Pennock, Robert T.] Michigan State Univ, Dept Comp Sci & Engn, E Lansing, MI 48824 USA; [Smith, James J.] Michigan State Univ, Dept Entomol, E Lansing, MI 48824 USA; [Giordano, Sara] Univ Calif Davis, Gender Sexual & Womens Studies, Hart Hall, Davis, CA 95616 USA; [Cedillo, Stacia] Univ Texas Austin, 1912 Speedway Stop, Austin, TX 78712 USA; [Ariel, Robert] Virginia Wesleyan Univ, Virginia Beach, VA USA; [Lembeck, Natalie A.; Moffat, Scott; Hertzog, Christopher] Georgia Inst Technol, Atlanta, GA 30332 USA; [Braun, Derek C.; Solomon, Caroline M.; Majocha, Megan; Davenport, Zachary; Kushalnagar, Raja S.; Gormally, Cara] Gallaudet Univ, Dept Sci Technol & Math, Washington, DC 20002 USA; [Clark, M. Diane; Marchut, Amber E.] Lamar Univ, Deaf Studies & Deaf Educ, Beaumont, TX 77710 USA; [Listman, Jason; Hauser, Peter C.] Rochester Inst Technol, Natl Tech Inst Deaf, Rochester, NY 14623 USA; [Chadwick, Cary; Dickson, David; Arnold, Chester] Univ Connecticut, Dept Extens, Haddam, CT 06438 USA; [Cisneros, Laura; Volin, John] Univ Connecticut, Dept Nat Resources & Environm, Storrs, CT USA; [Campbell, Todd; Moss, David; Rodriguez, Laura] Univ Connecticut, Neag Sch Educ, Storrs, CT USA; [Mallinson, Christine] Univ Maryland Baltimore Cty, Sherman Hall 404,1000 Hilltop Circle, Baltimore, MD 21250 USA; [Hudley, Anne H. Charity] Univ Calif Santa Barbara, 3432 South Hall, Santa Barbara, CA 93106 USA; [Pattison, Scott A.] TERC, Boston, MA 02140 USA; [Gontan, Ivel] Fleet Sci Ctr, San Diego, CA USA; [Ramos-Montanez, Smirla] Oregon Museum Sci & Ind, Portland, OR USA; [Moreno, Lauren] Catalysis LLC, Portland, OR USA; [Bowe, Brian; Harding, Rachel] Dublin Inst Technol, Dublin, Ireland; [Thuneberg, H. M.; Salmi, H. S.] Univ Helsinki, Fac Educ Sci, FI-00014 Helsinki, Finland; [Bogner, F. X.] Univ Bayreuth, Z MNU Ctr Sci & Math Educ, Chair Biol Educ, Univ Campus,NW 1, D-95447 Bayreuth, Germany; [Thibaut, Lieve; Knipprath, Heidi] Katholieke Univ Leuven, Res Inst Work & Soc HIVA, Res Grp Educ & Labour Market, Louvain, Belgium; [Dehaene, Wim] Katholieke Univ Leuven, Dept Elect Engn ESAT, Microelect & Sensors, MICAS, Louvain, Belgium; [Depaepe, Fien] Katholieke Univ Leuven, Fac Psychol & Educ Sci, Ctr Instruct Psychol & Technol, Louvain, Belgium; [Thibaut, Lieve] Res Grp Educ & Labour Market, Parkstr 47,Box 5300, B-3000 Louvain, Belgium; [Higgins, Marc] Univ Alberta, Edmonton, AB T6G 2R3, Canada; [Wallace, Maria F. G.] Millsaps Coll, Jackson, MS 39210 USA; [Bazzul, Jesse] Univ Regina, Regina, SK, Canada; [Higgins, Marc] Univ Alberta, Edmonton, AB, Canada; [Wallace, Maria F. G.] Millsaps Coll, Jackson, MS 39210 USA; [Bazzul, Jesse] Univ Regina, Regina, SK, Canada; [Gough, Annette] RMIT Univ, Sch Educ, POB 71, Bundoora, Vic 3083, Australia; [Gough, Noel] La Trobe Univ, Sch Educ, Melbourne Campus, Melbourne, Vic 3086, Australia; [Wilson-Kennedy, Zakiya S.] Louisiana State Univ, Dept Chem, Baton Rouge, LA 70803 USA; [Wilson-Kennedy, Zakiya S.] Louisiana State Univ, Coll Sci, Baton Rouge, LA 70803 USA; [Kanipes, Margaret I.] North Carolina A&T State Univ, Dept Chem, Univ Honors Program, Greensboro, NC 27411 USA; [Kanipes, Margaret I.] North Carolina A&T State Univ, STEM Ctr Excellence Act Learning, Greensboro, NC 27411 USA; [Byrd, Goldie S.] North Carolina A&T State Univ, Dept Biol, Greensboro, NC 27411 USA; [Byrd, Goldie S.] North Carolina A&T State Univ, Ctr Outreach Alzheimers Aging & Community Hlth, Greensboro, NC 27411 USA; [Cook, Susan B.] Ocean Observing Syst Comm, Marine Educ, Ocean Explorat, Ft Pierce, FL USA; [Cook, Susan B.] ORCA, Ft Pierce, FL 34949 USA; [Buckley, Jeffrey; Seery, Niall] KTH Royal Inst Technol, Stockholm, Sweden; [Seery, Niall] Athlone Inst Technol, Athlone, Ireland; [Canty, Donal] Univ Limerick, Limerick, Ireland; [Holmlund, Tamara D.; Lesseig, Kristin; Slavit, David] Washington State Univ, 14204 NE Salmon Creek Ave, Vancouver, WA 98686 USA; [Ito, Tiffany A.; McPherson, Erin] Univ Colorado, Dept Psychol & Neurosci, Boulder, CO 80309 USA; [Kelly, Susan Meabh] Ocean Bridge, Bridgewater, CT USA; [Kelly, Susan Meabh] Univ Connecticut, Storrs, CT USA; [Perry, Tony] Lemelson MIT Program, Cambridge, MA USA; [Perry, Tony] Texas Tech Univ, Lubbock, TX USA; [Grinnell, Frederick] UT Southwestern Med Ctr, Dept Cell Biol, Dallas, TX 75390 USA; [Dalley, Simon] Southern Methodist Univ, Dept Phys, Dallas, TX USA; [Shepherd, Karen] Plano Independent Sch Dist, Plano, TX USA; [Reisch, Joan] UT Southwestern Med Ctr, Dept Clin Sci, Dallas, TX USA; [Plutzer, Eric] Penn State Univ, 312 Pond Lab, University Pk, PA 16802 USA; [Hannah, A. Lee] Wright State Univ, 3640 Colonel Glenn Hwy,317 Millett Hall, Dayton, OH 45435 USA; [Ibanez, Maria-Blanca; Delgado-Kloos, Carlos] Univ Carlos III Madrid, Madrid, Spain; [Dilli, Selin; Westerhuis, Gerarda] Univ Utrecht, Social & Econ Hist, Drift 6, NL-3512 BS Utrecht, Netherlands; [Casad, Bettina J.; Sullivan, Erin T.; Tierney, Destiny N.; Anderson, Drake A.; Greeley, Paul A.; Fague, Michael A.; Flammang, Brian J.] Univ Missouri, St Louis, MO 63121 USA; [Oyler, Danielle L.] Univ Missouri, Columbia, MO 65211 USA; [McClellan, Erika M.] St Louis Univ, St Louis, MO 63103 USA; [Sanchis-Segura, Carla; Aguirre, Naiara; Cruz-Gomez, Alvaro J.; Solozano, Noemi; Forn, Cristina] Univ Jaume 1, Fac Ciencias Salud, Dept Psicol Basica Clin & Psicobiol, Castellon de La Plana, Spain; [Johnson-Glenberg, Mina C.] Arizona State Univ, Dept Psychol, Tempe, AZ 85287 USA; [Aydin-Gunbatar, Sevgi; Tarkin-Celikkiran, Aysegul; Kutucu, Elif Selcan; Ekiz-Kiran, Betul] Van Yuzuncu Yil Univ, Coll Educ, Math & Sci Educ Dept, TR-65100 Van, Turkey; [Yoon, Ma-byong] Jeonju Univ, Dept Sci Educ, Jeonju, South Korea; [Baek, Je-eun] Wonkwang Univ, Dept Educ, Iksan, South Korea; [Kim, Jin-Ok] Korea Natl Univ Educ, Grad Sch, Dept Technol Educ, Cheongju, South Korea; [Kim, Jinsoo] Korea Natl Univ Educ, Dept Technol Educ, Cheongju, South Korea; [Jamil, Faiza M.] Clemson Univ, Coll Educ, 409-C Tillman Hall, Clemson, SC 29634 USA; [Linder, Sandra M.] Clemson Univ, Coll Educ, 407-F Tillman Hall, Clemson, SC 29634 USA; [Stegelin, Dolores A.] Clemson Univ, Coll Educ, 401-A Tillman Hall, Clemson, SC 29634 USA; [Gucwa, Kevin J.; Cheng, Harry H.] Univ Calif Davis, Dept Mech & Aerosp Engn, Integrat Engn Lab, Davis, CA 95616 USA; [Delen, Ibrahim] Usak Univ, Egitim Fak, Egitim Bilimleri Bolumu, Egitim Programlari & Ogretim ABD, Usak, Turkey; [Uzun, Salih] Usak Univ, Egitim Fak, Matemat & Fen Bilimleri Egitimi Bolumu, Usak, Turkey; [Tran, Yune] George Fox Univ, 414 N Meridian, Newberg, OR 97132 USA; [Eaton, Carrie Diaz] Bates Coll, Digital & Computat Studies, Lewiston, ME 04240 USA; [Bailey, Luz Marizza] BASIS Scottsdale, Scottsdale, AZ USA; [Tekerek, Mehmet] Kahramanmaras Sutcuimam Univ, Comp Educ & Instruct Technol Dept, Kahramanmaras, Turkey; [Tekerek, Betul] Kahramanmaras Sutcuimam Univ, Math & Sci Educ Dept, Kahramanmaras, Turkey; [Washington, Talitho] Natl Sci Fdn, Div Undergrad Educ, 4201 Wilson Blvd, Arlington, VA 22230 USA; [Nguyen, Tuan D.] Kansas State Univ, Coll Educ, Dept Curriculum & Instruct, Manhattan, KS 66506 USA; [Redding, Christopher] Univ Florida, Coll Educ, Sch Human Dev & Org Studies Educ, Gainesville, FL 32611 USA; [Knaub, Alexis V.; Henderson, Charles] Western Michigan Univ, Kalamazoo, MI 49008 USA; [Fisher, Kathleen Quardokus] Florida Int Univ, Miami, FL 33199 USA; [Appianing, Joseph] Univ North Dakota, Ctr Instruct & Learning Technol, Grand Forks, ND 58202 USA; [Van Eck, Richard N.] Univ North Dakota, Sch Med & Hlth Sci, Teaching & Learning, Grand Forks, ND USA; [Sabanovic, Selma; Francisco, Matthew] Indiana Univ, Sch Informat & Comp, 901 E 10th St, Bloomington, IN 47408 USA; [Gomoll, Andrea; Tolar, Erin; Hmelo-Silver, Cindy E.] Indiana Univ, Sch Educ, 201 N Rose Ave, Bloomington, IN 47405 USA; [Lawlor, Orion] Univ Alaska Fairbanks, Coll Engn & Mines, POB 756660, Fairbanks, AK 99775 USA; [DeGraff, Michel; Stump, Glenda S.] MIT, Cambridge, MA 02139 USA; [DeGraff, Michel] MIT Linguist, 32 Vassar St, Cambridge, MA 02139 USA; [Stump, Glenda S.] MIT Open Learning, 600 Technol Sq, Cambridge, MA 02139 USA\""
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "text"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Q1（20分） 🌶 易\n",
    "* 查找<font style=\"color:red\">\"China\"</font>的次数\n",
    "\n",
    "--------------"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "140"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# A-1 查找\"China\"的次数\n",
    "\n",
    "# 考察的知识点：\n",
    "# 1.变量的使用\n",
    "# 2.count\n",
    "phrase = text\n",
    "freq_table_phrase = phrase.count(\"China\")\n",
    "freq_table_phrase\n",
    "\n",
    "# 正确答案：\n",
    "# phrase = \"China\"  # 利用变量\n",
    "# freq_table_phrase = text.count(phrase)\n",
    "# freq_table_phrase"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Q2 （20分） 🌶 易\n",
    "\n",
    "------------\n",
    "* 用英文 <font style=\"color:red\">\"; \\[ \"</font> 拆分,生成list_split列表，每一个句子将成为列表中独立的元素\n",
    "* 答案示例：\n",
    "```\n",
    "['[Han, Xueying; Stocking, Galen; Gebbie, Matthew A.; Appelbaum, Richard P.] Univ Calif Santa Barbara, Ctr Nanotechnol Soc, Santa Barbara, CA 93106 USA',\n",
    " 'Stocking, Galen] Univ Calif Santa Barbara, Dept Polit Sci, Santa Barbara, CA 93106 USA',\n",
    " 'Gebbie, Matthew A.] Univ Calif Santa Barbara, Dept Mat, Santa Barbara, CA 93106 USA',\n",
    " 'Appelbaum, Richard P.] Univ Calif Santa Barbara, Global & Int Studies, Santa Barbara, CA 93106 USA',\n",
    " 'De Castell, Suzanne] Univ Ontario, Inst Technol, Fac Educ, 11 Simcoe St N, Oshawa, ON L1H 7L7, Canada',\n",
    " 'Larios, Hector] Simon Fraser Univ, Sch Interact Arts Technol, Surrey, BC V3T 0A3, Canada',\n",
    " ...省略]\n",
    "```\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['[Han, Xueying; Stocking, Galen; Gebbie, Matthew A.; Appelbaum, Richard P.] Univ Calif Santa Barbara, Ctr Nanotechnol Soc, Santa Barbara, CA 93106 USA',\n",
       " 'Stocking, Galen] Univ Calif Santa Barbara, Dept Polit Sci, Santa Barbara, CA 93106 USA',\n",
       " 'Gebbie, Matthew A.] Univ Calif Santa Barbara, Dept Mat, Santa Barbara, CA 93106 USA',\n",
       " 'Appelbaum, Richard P.] Univ Calif Santa Barbara, Global & Int Studies, Santa Barbara, CA 93106 USA',\n",
       " 'De Castell, Suzanne] Univ Ontario, Inst Technol, Fac Educ, 11 Simcoe St N, Oshawa, ON L1H 7L7, Canada',\n",
       " 'Larios, Hector] Simon Fraser Univ, Sch Interact Arts Technol, Surrey, BC V3T 0A3, Canada',\n",
       " 'Jenson, Jennifer] York Univ, Toronto, ON M3J 1P3, Canada',\n",
       " 'Smith, David Harris] McMaster Univ, Hamilton, ON L8S 4L8, Canada; US Govt Accountabil Off, Washington, DC 20548 USA',\n",
       " 'Cira, Nate J.; Chung, Alice M.; Denisin, Aleksandra K.; Rensi, Stefano; Sanchez, Gabriel N.; Quake, Stephen R.; Riedel-Kruse, Ingmar H.] Stanford Univ, Dept Bioengn, Stanford, CA 94305 USA',\n",
       " 'Komoroske, Lisa M.] NOAA, Southwest Fisheries Sci Ctr, Washington, DC 20230 USA',\n",
       " 'Hameed, Sarah O.] Univ Calif Davis, Davis Bodega Marine Lab, Grad Grp Ecol, Davis, CA USA',\n",
       " 'Szoboszlai, Amber I.] Farallon Inst Adv Ecosyst Res, Petaluma, CA USA',\n",
       " 'Newsom, Amanda J.] Washington Dept Fish & Game, Washington, DC USA',\n",
       " 'Williams, Susan L.] Univ Calif Davis, CAMEOS, Bodega Marine Lab, Davis, CA 95616 USA',\n",
       " 'Williams, Susan L.] Univ Calif Davis, Bodega Marine Lab, Dept Ecol & Evolut, Davis, CA USA',\n",
       " 'Bystydzienski, Jill M.] Ohio State Univ, Dept Womens Gender & Sexual Studies, Columbus, OH 43210 USA',\n",
       " 'Eisenhart, Margaret] Univ Colorado Boulder, Sch Educ, Boulder, CO USA',\n",
       " 'Bruning, Monica] Univ Minnesota Duluth, Dept Acad Affairs, Duluth, MN USA',\n",
       " 'Lamb, Richard; Akmal, Tariq; Petrie, Kaylan] Washington State Univ, Dept Teaching & Learning, Pullman, WA 99164 USA',\n",
       " 'Su, Rong] Purdue Univ, Dept Psychol Sci, W Lafayette, IN 47907 USA',\n",
       " 'Rounds, James] Univ Illinois, Dept Educ Psychol & Psychol, Champaign, IL USA',\n",
       " 'Miller, David I.] Northwestern Univ, Dept Psychol, Evanston, IL 60208 USA',\n",
       " 'Wai, Jonathan] Duke Univ, Talent Identificat Program, Durham, NC USA; Univ N Dakota, Dept Space Studies, Grand Forks, ND 58202 USA',\n",
       " 'Adedokun, Omolola A.; Liu, Jia; Parker, Loran Carleton; Burgess, Wilella] Purdue Univ, Discovery Learning Res Ctr, W Lafayette, IN 47907 USA; Arizona State Univ, Tempe, AZ 85287 USA',\n",
       " 'Han, Sunyoung] Sungkyunkwan Univ, Seoul, South Korea',\n",
       " 'Yalvac, Bugrahan; Capraro, Mary M.; Capraro, Robert M.] Texas A&M Univ, College Stn, TX 77843 USA',\n",
       " 'Capraro, Mary M.; Capraro, Robert M.] Aggie STEM, College Stn, TX USA',\n",
       " 'Rozek, Christopher S.; Hyde, Janet S.; Svoboda, Ryan C.; Harackiewicz, Judith M.] Univ Wisconsin, Dept Psychol, Madison, WI 53706 USA',\n",
       " 'Hulleman, Chris S.] Univ Virginia, Ctr Adv Study Teaching & Learning, Charlottesville, VA 22903 USA',\n",
       " 'Milner, Andrea R.] Adrian Coll, Adrian, MI 49221 USA',\n",
       " 'Hieb, Jeffrey L.; Ralston, Patricia A. S.] Univ Louisville, Dept Engn Fundamentals, Louisville, KY 40292 USA',\n",
       " 'Lyle, Keith B.; Chariker, Julia] Univ Louisville, Dept Psychol & Brain Sci, Louisville, KY 40292 USA',\n",
       " 'Pietsch, Renee B.; Schmale, David G., III] Virginia Tech, Dept Plant Pathol Physiol & Weed Sci, Blacksburg, VA 24061 USA',\n",
       " 'Bohland, Cynthia L.] Roanoke Valley Governors Sch Sci & Technol, Roanoke, VA USA',\n",
       " 'Chang, Shu-Hsuan; Ku, Ai-Chiao; Wu, Tsung-Chih] Natl Changhua Univ Educ, Dept Ind Educ & Technol, Changhua 500, Taiwan',\n",
       " 'Yu, Li-Chih] Natl Chengchi Univ, Dept Management Informat Syst, 64 Chihnan Rd,Sec 2 Wenshan, Taipei 11623, Taiwan',\n",
       " 'Kuo, Bor-Chen] Natl Taichung Univ Educ, Grad Inst Educ Measurement & Stat, Taichung, Taiwan',\n",
       " 'Whannell, Robert; Tobias, Stephan] Univ New England, Armidale, NSW 2351, Australia',\n",
       " 'de la Torre Cantero, Jorge; Luis Saorin, Jose] Univ La Laguna, Engn Graph Area, Tenerife 38204, Islas Canarias, Spain',\n",
       " 'Melian, Damari; Meier, Cecile] La Laguna Univ ULL, Fac Educ, San Cristobal la Laguna, Spain',\n",
       " 'Huang, Po-Hsin; Chiu, Ming-Chuan; Hwang, Sheue-Ling] Natl Tsing Hua Univ, Dept Ind Engn & Engn Management, Hsinchu 30013, Taiwan',\n",
       " 'Wang, Jan-Li] Natl Appl Res Labs, Natl Ctr High Performance Comp, Hsinchu 30076, Taiwan',\n",
       " 'Rogers, Michael] Ithaca Coll, Dept Phys, Ithaca, NY 14850 USA',\n",
       " 'Pfaff, Thomas] Ithaca Coll, Dept Math, Ithaca, NY 14850 USA',\n",
       " 'Hamilton, Jason] Ithaca Coll, Dept Environm Studies & Sci, Ithaca, NY 14850 USA',\n",
       " 'Erkan, Ali] Ithaca Coll, Dept Comp Sci, Ithaca, NY 14850 USA',\n",
       " 'Shahali, Edy Hafizan Mohd; Halim, Lilia; Rasul, Sattar; Osman, Kamisah; Ikhsan, Zanaton; Rahim, Faszly] Univ Kebangsaan Malaysia, Bangi 43600, Malaysia',\n",
       " 'Belland, Brian R.; Walker, Andrew E.; Olsen, Megan Whitney] Utah State Univ, Dept Instruct Technol & Learning Sci, Logan, UT 84322 USA',\n",
       " 'Leary, Heather] Univ Colorado, Inst Cognit Sci, Boulder, CO 80309 USA',\n",
       " 'Xie, Yu; Fang, Michael] Univ Michigan, Dept Sociol, Ann Arbor, MI 48106 USA',\n",
       " 'Shauman, Kimberlee] Univ Calif Davis, Dept Sociol, Davis, CA 95616 USA',\n",
       " 'Hudson, Peter; English, Lyn D.; Dawes, Les; King, Donna] Queensland Univ Technol, Brisbane, Qld 4001, Australia',\n",
       " 'Baker, Steve] Anglican Day Sch, Corinda, Qld, Australia',\n",
       " 'Goldfien, Andrea C.; Badway, Norena Norton] NSF ATE Targeted Res Tech Educ, 102 Amelia Way, Novato, CA 94949 USA',\n",
       " 'Thomas, Ally S.; Everson, Howard T.] CUNY, Grad Ctr, New York, NY 10021 USA',\n",
       " 'Bonner, Sarah M.; Somers, Jennifer A.] CUNY, Hunter Coll, New York, NY 10021 USA',\n",
       " 'Karahan, Engin] Eskisehir Osmangazi Univ, Eskisehir, Turkey',\n",
       " 'Canbazoglu Bilici, Sedef] Aksaray Univ, Aksaray, Turkey',\n",
       " 'Unal, Aycin] Ciftlik Middle Sch, Samsun, Turkey',\n",
       " 'Erdogan, Niyazi] Balikesir Univ, Balikesir, Turkey',\n",
       " 'Stuessy, Carol L.] Texas A&M Univ, College Stn, TX 77843 USA',\n",
       " 'Bursztyn, Natalie; Pederson, Joel; Walker, Andrew] Utah State Univ, Logan, UT 84322 USA',\n",
       " 'Shelton, Brett] Boise State Univ, Boise, ID 83725 USA',\n",
       " 'Campbell, Todd] Univ Connecticut, Storrs, CT 06269 USA',\n",
       " 'Vate-U-Lan, Poonsri] Assumption Univ, Grad Sch eLearning, ELearning Methodol Program, Bangkok, Thailand',\n",
       " 'Bagiati, Aikaterini] MIT, MIT SUTD Collaborat Off, 77 Massachusetts Ave, Cambridge, MA 02139 USA',\n",
       " 'Yoon, So Yoon] Texas A&M Univ, Texas A&M Engn Expt Stn, College Stn, TX 77843 USA',\n",
       " 'Evangelou, Demetra] Democritus Univ, Dept Educ Sci Early Childhood, Alexandroupolis 69100, Greece',\n",
       " 'Magana, Alejandra] Purdue Univ, Comp & Informat Technol Dept, W Lafayette, IN 47907 USA',\n",
       " 'Kaloustian, Garene] Lebanese Amer Univ, Dept Educ, Beirut, Lebanon',\n",
       " 'Zhu, Jiabin] Shanghai Jiao Tong Univ, Grad Sch Educ, Shanghai, Peoples R China',\n",
       " 'English, Lyn D.; King, Donna T.] Queensland Univ Technol, Fac Educ, Victoria Pk Rd, Brisbane, Qld 4059, Australia',\n",
       " 'Li, S.; Ernst, J. V.] Virginia Tech, Sch Educ, Integrat STEM Educ, 366 Smyth Hall, Blacksburg, VA 24061 USA',\n",
       " 'Williams, T. O.] Virginia Tech, Sch Educ, Special Educ, Blacksburg, VA 24061 USA',\n",
       " 'Mulqueeny, Kevin; Kostyuk, Victor] Reasoning Mind, 2000 Bering Dr,Suite 300, Houston, TX 77057 USA',\n",
       " 'Baker, Ryan S.; Ocumpaugh, Jaclyn] Columbia Univ Teachers Coll, New York, NY 10027 USA',\n",
       " 'Lee, Youjung; Bronstein, Laura] SUNY Binghamton, Coll Community & Publ Affairs, Binghamton, NY 13902 USA',\n",
       " 'Anderson, Elizabeth] SUNY Binghamton, Grad Sch Educ, Binghamton, NY 13902 USA',\n",
       " 'Dutta, Alo; Kundu, Madan] Southern Univ Baton Rouge, Baton Rouge, LA 70813 USA',\n",
       " 'Kang, Hyun-Ju; Kaya, Cahit; Benton, Susan Flowers; Sharp, Seneca Edward; Chan, Fong] Univ Wisconsin, Madison, WI 53706 USA',\n",
       " 'Cardoso, Elizabeth da Silva] CUNY Hunter Coll, New York, NY 10003 USA; 0',\n",
       " 'Anderson, Margery K.; Tenenbaum, Laura S.; Ramadorai, Swati B.; Yourick, Debra L.] Walter Reed Army Inst Res, 503 Robert Grant Ave Rm 1A22, Silver Spring, MD 20910 USA',\n",
       " 'Tenenbaum, Laura S.] Walter Reed Army Inst Res, Sch Psychol, Silver Spring, MD 20910 USA',\n",
       " 'Ramadorai, Swati B.] Walter Reed Army Inst Res, Educ Outreach, Silver Spring, MD 20910 USA',\n",
       " 'Yourick, Debra L.] Walter Reed Army Inst Res, Sci Educ & Strateg Commun, Silver Spring, MD 20910 USA',\n",
       " 'Cook, G.] Oklahoma State Univ, Ctr Hlth Sci, Anat Cell Biol, Tulsa, OK 74106 USA',\n",
       " 'Arrieta, Diane] Florida Atlantic Univ, Jupiter, FL 33458 USA',\n",
       " 'Kern, Jacqueline] Palm Beach State Coll, Palm Beach Gardens, FL 33410 USA',\n",
       " 'Borowczak, Mike] Erebus Labs, POB 1554, Laramie, WY 82073 USA',\n",
       " 'Poland, Susan] George Mason Univ, 4400 Univ Dr,MS4D1, Fairfax, VA 22036 USA',\n",
       " 'Plevyak, Linda] Univ Cincinnati, Cincinnati, OH 45220 USA',\n",
       " 'Howe, Christine; Luthman, Stefanie; Ruthven, Kenneth; Mercer, Neil; Hofmann, Riikka; Ilie, Sonia; Guardia, Paula] Univ Cambridge, Fac Educ, Cambridge, England',\n",
       " 'Wasserman, Nicholas H.] Columbia Univ, Teachers Coll, New York, NY 10027 USA',\n",
       " 'Wasserman, Nicholas H.] Columbia Univ, Teachers Coll, New York, NY 10027 USA',\n",
       " 'Rossi, Dara] Southern Methodist Univ, Dallas, TX 75275 USA',\n",
       " 'Gonzales, A. N.; Van Tuyl, L.; Martinez, B.; Baluch, D. P.] Arizona State Univ, Sch Life Sci, Tempe, AZ USA',\n",
       " 'Hasper, E.; Windhorst, R. A.] Arizona State Univ, Sch Space & Earth Explorat, Tempe, AZ USA',\n",
       " 'Hedgpeth, T.] Arizona State Univ, Disabil Resource Ctr, Tempe, AZ USA',\n",
       " 'Byars-Winston, Angela] Univ Wisconsin, Dept Med, Madison, WI 53715 USA; Colorado State Univ, Dept Microbiol Immunol & Pathol, Ft Collins, CO 80523 USA',\n",
       " 'Micari, Marina] Northwestern Univ, Evanston, IL 60208 USA',\n",
       " 'Pazos, Pilar] Old Dominion Univ, Norfolk, VA 23529 USA',\n",
       " 'Dabney, Katherine P.] Virginia Commonwealth Univ, Dept Teaching & Learning, Richmond, VA 23284 USA',\n",
       " 'Tai, Robert H.] Univ Virginia, Curry Sch Educ, Charlottesville, VA 22904 USA',\n",
       " 'Fakayode, Sayo O.] N Carolina Agr & Tech State Univ, Dept Chem, Greensboro, NC 27411 USA',\n",
       " 'Pollard, David A.] Winston Salem State Univ, Dept Chem, Winston Salem, NC 27110 USA',\n",
       " 'Snipes, Vincent T.] Winston Salem State Univ, Dept Math, Winston Salem, NC 27110 USA',\n",
       " 'Atkinson, Alvin] Winston Salem State Univ, Ctr Community Safety, Winston Salem, NC 27110 USA',\n",
       " 'Rushton, Gregory T.; Polizzi, Samuel J.] Kennesaw State Univ, Kennesaw, GA 30144 USA',\n",
       " 'Ray, Herman E.] Kennesaw State Univ, Dept Stat & Analyt Sci, Kennesaw, GA 30144 USA',\n",
       " 'Criswell, Brett A.] Univ Kentucky, Lexington, KY 40509 USA',\n",
       " 'Bearss, Clyde J.; Levelsmier, Nicholas; Chhita, Himanshu] Kennesaw State Univ, Dept Math & Stat, Kennesaw, GA 30144 USA',\n",
       " 'Kirchhoff, Mary] Amer Chem Soc, Washington, DC 20036 USA; Bayer Corp, Pittsburgh, PA 15205 USA',\n",
       " 'Evans, Michael A.] Virginia Tech, Dept Learning Sci & Technol, Blacksburg, VA 24061 USA',\n",
       " 'Lopez, Megan; Duke, Rebekah] Virginia Tech, Dept Psychol, Blacksburg, VA 24061 USA',\n",
       " 'Maddox, Donna] Virginia Tech, Dept Chem Engn, Blacksburg, VA 24061 USA',\n",
       " 'Drape, Tiffany] Virginia Tech, Off Educ Res & Outreach, Blacksburg, VA 24061 USA',\n",
       " 'Winters, John V.] Oklahoma State Univ, Stillwater, OK 74078 USA',\n",
       " 'Winters, John V.] IZA, Bonn, Germany; Claremont Grad Univ, Claremont, CA 91711 USA',\n",
       " 'Berk, Louis J.] Univ Massachusetts, Sch Med, Worcester, MA USA',\n",
       " 'Muret-Wagstaff, Sharon L.; Oriol, Nancy E.] Beth Israel Deaconess Med Ctr, Dept Anesthesia Crit Care & Pain Med, Boston, MA 02215 USA',\n",
       " 'Muret-Wagstaff, Sharon L.; Oriol, Nancy E.] Harvard Univ, Sch Med, Dept Anaesthesia, Boston, MA 02115 USA',\n",
       " 'Goyal, Riya] Hofstra Univ, Hofstra North Shore LIJ Sch Med, Hempstead, NY 11550 USA',\n",
       " 'Joyal, Julie A.] Harvard Univ, Sch Med, HMS MEDsci, Boston, MA 02115 USA',\n",
       " 'Gordon, James A.] Massachusetts Gen Hosp, MGH Learning Lab, Dept Emergency Med, Boston, MA 02114 USA',\n",
       " 'Gordon, James A.] Massachusetts Gen Hosp, Div Med Simulat, Dept Emergency Med, Boston, MA 02114 USA',\n",
       " 'Gordon, James A.; Oriol, Nancy E.] Harvard Univ, Sch Med, Gilbert Program Med Simulat, Boston, MA 02115 USA',\n",
       " 'Faux, Russell] Davis Sq Res Associates, Somerville, NJ USA',\n",
       " 'Cole, Renee; Stanford, Courtney] Univ Iowa, Dept Chem, Iowa City, IA 52242 USA',\n",
       " 'Khatri, Raina; Henderson, Charles] Western Michigan Univ, Kalamazoo, MI 49008 USA',\n",
       " 'Froyd, Jeff] Texas A&M Univ, College Stn, TX 77843 USA',\n",
       " 'Deards, Kiyomi D.] Univ Nebraska, Dept Res & Instruct Serv, Lincoln, NE 68506 USA',\n",
       " 'Burks, Raychelle] Doanne Coll, Dept Chem, Crete, NE 68333 USA',\n",
       " 'Warner, Isiah M.; Crawford, Melissa; Wilson, Zakiya; Wright, Ashleigh; Thomas, Gloria] Louisiana State Univ, Off Strateg Initiat, Baton Rouge, LA 70803 USA',\n",
       " 'Pang, Su-Seng; Li, Guoqiang] Louisiana State Univ, Dept Mech & Ind Engn, Baton Rouge, LA 70803 USA',\n",
       " 'Gulwani, Sumit] Microsoft Res, Redmond, WA 98052 USA',\n",
       " 'Gulwani, Sumit] Indian Inst Technol, Dept Comp Sci & Engn, Kanpur 208016, Uttar Pradesh, India',\n",
       " 'Gulwani, Sumit] Univ Washington, Dept Comp Sci & Engn, Seattle, WA 98195 USA',\n",
       " 'Supalo, Cary A.; Larrick, Carleigh G.] Illinois State Univ, Dept Chem, Normal, IL 61790 USA',\n",
       " 'Hill, April A.] Metropolitan State Univ Denver, Dept Chem, Denver, CO 80217 USA; 0; Jerusalem Coll, IL-91160 Jerusalem, Israel; 0; Univ Arizona, Dept Chem & Biochem, Tucson, AZ 85721 USA; Penn State Univ, Behrend Coll, Erie, PA 16563 USA; 0',\n",
       " 'Bragg, Debra D.] Univ Illinois, Off Community Coll Res & Leadership, Dept Educ Policy Org & Leadership, Champaign, IL 61820 USA',\n",
       " 'Taylor, Jason L.] Univ Illinois, Off Community Coll Res & Leadership, Champaign, IL 61820 USA',\n",
       " 'Allen-Ramdial, Stacy-Ann A.] Brown Univ, Providence, RI 02912 USA',\n",
       " 'Campbell, Andrew G.] Brown Univ, Dept Mol Microbiol & Immunol, Providence, RI 02912 USA',\n",
       " 'Campbell, Andrew G.] Initiat Maximize Student Dev Program, Berkeley, CA USA',\n",
       " 'Cohen, Cheryl A.; Hegarty, Mary] Univ Calif Santa Barbara, Santa Barbara, CA 93106 USA',\n",
       " 'Lin, Peng-Chun] Chinese Culture Univ, Grad Inst Informat Management, Taipei, Taiwan',\n",
       " 'Lin, Peng-Chun] Natl Taiwan Normal Univ, Grad Inst Informat & Comp Educ, Taipei, Taiwan',\n",
       " 'Hou, Huei-Tse] Natl Taiwan Univ Sci & Technol, Grad Inst Appl Sci & Technol, Taipei, Taiwan',\n",
       " 'Wu, Sheng-Yi] Univ Kang Ning, Dept Informat Commun, Tainan, Taiwan',\n",
       " 'Chang, Kuo-En] Natl Taiwan Normal Univ, Grad Inst Informat & Comp Educ, Taipei, Taiwan',\n",
       " 'Chen, Chien-fei] Univ Tennessee, NSF DOE Engn Res Ctr CURENT, Knoxville, TN 37996 USA',\n",
       " 'Tomsovic, Kevin] Univ Tennessee, Dept Elect Engn & Comp Sci, Knoxville, TN 37996 USA',\n",
       " 'Aydeniz, Mehmet] Univ Tennessee, Theory & Practice Teacher Educ, Knoxville, TN 37996 USA',\n",
       " 'Smith, Jessi L.; Huntoon, Meghan] Montana State Univ, Dept Psychol, Bozeman, MT 59717 USA',\n",
       " 'Cech, Erin] Rice Univ, Dept Sociol, Houston, TX 77251 USA',\n",
       " 'Metz, Anneke] So Illinois Univ, Dept Med Educ, Carbondale, IL 62901 USA',\n",
       " 'Moyer, Christina] No Arizona Univ, Dept Psychol Sci, Flagstaff, AZ 86011 USA; 0',\n",
       " 'Freeman, Scott; Eddy, Sarah L.; McDonough, Miles; Okoroafor, Nnadozie; Jordt, Hannah; Wenderoth, Mary Pat] Univ Washington, Dept Biol, Seattle, WA 98195 USA',\n",
       " 'Smith, Michelle K.] Univ Maine, Sch Biol & Ecol, Orono, ME 04469 USA',\n",
       " 'Bahri, Nurnadiah Mohamed; Osman, Kamisah] Natl Univ Malaysia, Selangor, Malaysia',\n",
       " 'Suryawati, Evi] Riau Univ, Jalan Patimura, Indonesia',\n",
       " 'Fadzil, Hidayah Mohd; Saat, Rohaida Mohd] Univ Malaya, Kuala Lumpur 50603, Malaysia',\n",
       " 'Meng, Chew Cheng] Univ Sains Malaysia, George Town, Malaysia',\n",
       " 'Idris, Noraini; Eu, Leong Kwan] Univ Malaya, Kuala Lumpur, Malaysia',\n",
       " 'Osman, Kamisah] Natl Univ Malaysia, Bangi, Malaysia',\n",
       " 'Saat, Rohaida Mohd] Univ Malaya, Kuala Lumpur, Malaysia',\n",
       " 'Jayarajah, Kamaleswaran; Saat, Rohaida Mohd; Rauf, Rose Amnah Abdul] Univ Malaya, Kuala Lumpur, Malaysia',\n",
       " 'Dickerson, Daniel L.] Old Dominion Univ, STEM Educ & Profess Studies, Norfolk, VA 23529 USA',\n",
       " 'Eckhoff, Angela; Chappell, Shanan; Hathcock, Stephanie] Old Dominion Univ, Norfolk, VA 23529 USA',\n",
       " 'Stewart, Craig O.] Univ Memphis, Memphis, TN 38152 USA',\n",
       " 'Cwikla, Julie] CISSTEM Ctr Integrat Studies STEM, Mobile, AL 36688 USA',\n",
       " 'Cwikla, Julie] Univ S Alabama, Mobile, AL 36688 USA',\n",
       " 'Milroy, Scott] Univ So Mississippi, Stennis Space Ctr, MS 39529 USA',\n",
       " 'Reider, David] Educ Design Inc, Newtonville, MA 02460 USA',\n",
       " 'Fakayode, Sayo O.] N Carolina Agr & Tech State Univ, Dept Chem, Greensboro, NC 27411 USA',\n",
       " 'Yakubu, Marnudu; Adeyeye, Olasumbo M.; Pollard, David A.] Winston Salem State Univ, Dept Chem, Winston Salem, NC 27110 USA',\n",
       " 'Mohammed, Abdul K.] N Carolina Cent Univ, Dept Chem, Durham, NC 27707 USA',\n",
       " 'Lester, James C.; Spires, Hiller A.; Nietfeld, John L.; Minogue, James; Mott, Bradford W.; Lobene, Eleni V.] N Carolina State Univ, Raleigh, NC 27695 USA',\n",
       " 'Janelle, Donald G.; Hegarty, Mary] Univ Calif Santa Barbara, Santa Barbara, CA 93106 USA',\n",
       " 'Newcombe, Nora S.] Temple Univ, Philadelphia, PA 19122 USA',\n",
       " 'Besterfield-Sacre, Mary] Univ Pittsburgh, Pittsburgh, PA 15261 USA',\n",
       " 'Cox, Monica F.; Beddoes, Kacey] Purdue Univ, Sch Engn Educ, W Lafayette, IN 47907 USA',\n",
       " 'Borrego, Maura] Virginia Tech, Engn Educ Dept, Blacksburg, VA 24061 USA',\n",
       " 'Zhu, Jiabin] Shanghai Jiao Tong Univ, Grad Sch Educ, Shanghai 200240, Peoples R China',\n",
       " 'Borrego, Maura] Virginia Tech, Grad Sch, Blacksburg, VA 24061 USA',\n",
       " 'Borrego, Maura] Virginia Tech, Blacksburg, VA 24061 USA',\n",
       " 'Henderson, Charles] Western Michigan Univ, Dept Phys, Kalamazoo, MI 49008 USA',\n",
       " 'Henderson, Charles] Western Michigan Univ, Mallinson Inst Sci Educ, Kalamazoo, MI 49008 USA',\n",
       " 'Vercellotti, Sharon; Vercellotti, John] V LABS INC, Covington, LA 70433 USA',\n",
       " 'Fakayode, Sayo O.] N Carolina Agr & Tech State Univ, Dept Chem, Greensboro, NC 27411 USA',\n",
       " 'Pollard, David A.; Snipes, Vincent T.; Atkinson, Alvin] Winston Salem State Univ, Winston Salem, NC 27110 USA; Calif State Univ Long Beach, Dept Sci Educ, Long Beach, CA 90840 USA',\n",
       " 'Theobald, Roddy] Univ Washington, Dept Stat, Seattle, WA 98195 USA',\n",
       " 'Freeman, Scott] Univ Washington, Dept Biol, Seattle, WA 98195 USA',\n",
       " 'Saxton, Emily] Portland State Univ, Ctr Sci Educ, Portland, OR 97201 USA',\n",
       " 'Burns, Robin] Intel Corp, Santa Clara, CA 95051 USA',\n",
       " 'Holveck, Susan] Beaverton Sch Dist, Beaverton, OR 97006 USA',\n",
       " 'Kelley, Sybil; Rigelman, Nicole] Portland State Univ, Grad Sch Educ, Portland, OR 97201 USA',\n",
       " 'Prince, Daniel] Multnomah Educ Serv Dist, Outdoor Sch Program, Portland, OR USA',\n",
       " 'Skinner, Ellen A.] Portland State Univ, Dept Psychol, Portland, OR 97201 USA',\n",
       " 'Muindi, Fanuel] MIT, Cambridge, MA 02139 USA',\n",
       " 'Guha, Moytrayee] Harvard Univ, Brigham & Womens Hosp, Sch Med, Boston, MA 02115 USA',\n",
       " 'Barker, Bradley S.] Univ Nebraska, Lincoln, NE 68516 USA',\n",
       " 'Nugent, Gwen] Univ Nebraska, Nebraska Ctr Res Children Youth Families & Sch, Lincoln, NE 68588 USA',\n",
       " 'Grandgenett, Neal F.] Univ Nebraska, Dr George & Sally Haddix Community Chair STEM Edu, Omaha, NE 68182 USA',\n",
       " 'Hernandez, Paul R.; Bodin, Ralph; Elliott, Jonathan W.; Rambo-Hernandez, Karen E.] Colorado State Univ, Sch Educ, Ft Collins, CO 80523 USA',\n",
       " 'Ibrahim, Badaruddin] Univ Tun Hussein Onn Malaysia, Batu Pahat, Malaysia',\n",
       " 'Chen, Thomas W.; de Miranda, Michael A.] Colorado State Univ, Coll Engn, Ft Collins, CO 80523 USA',\n",
       " 'Sahin, Alpaslan] Texas A&M Univ, Coll Educ, College Stn, TX 77843 USA',\n",
       " 'Ayar, Mehmet C.] TUBITAK, Ankara, Turkey',\n",
       " 'Adiguzel, Tufan] Bahcesehir Univ, Coll Arts & Sci, Dept Math & Comp Sci, Istanbul, Turkey',\n",
       " 'Adamuti-Trache, Maria] Univ Texas Arlington, Arlington, TX 76019 USA',\n",
       " 'Sweet, Robert] Lakehead Univ, Fac Educ, Thunder Bay, ON P7B 5E1, Canada',\n",
       " 'Donovan, Brian M.; Osborne, Jonathan F.] Stanford Univ, Stanford Grad Sch Educ, Stanford, CA 94305 USA',\n",
       " 'Mateos, David Moreno] CNRS, Ctr Ecol Fonct & Evolut, UMR 5175, Montpellier, France',\n",
       " 'Bisaccio, Daniel J.] Brown Univ, Dept Educ, Providence, RI 02912 USA',\n",
       " 'Nicholls, Gillian M.] Univ Alabama, Huntsville, AL 35899 USA',\n",
       " 'Wolfe, Harvey; Besterfield-Sacre, Mary; Shuman, Larry J.] Univ Pittsburgh, Dept Ind Engn, Pittsburgh, PA 15261 USA',\n",
       " 'Corlu, M. Sencer] Bilkent Univ, Grad Sch Educ, Bilkent, Turkey',\n",
       " 'Capraro, Robert M.; Capraro, Mary M.] Texas A&M Univ, Dept Teaching Learning & Culture, College Stn, TX 77843 USA',\n",
       " 'Talaue, Frederick Toralballa] Nanyang Technol Univ, Singapore 637616, Singapore',\n",
       " 'Bissaker, Kerry] Flinders Univ S Australia, Adelaide, SA 5001, Australia; 0',\n",
       " 'Assefa, Shimelis G.] Univ Denver, Dept Res Methods & Informat Sci, Denver, CO 80208 USA',\n",
       " 'Rorissa, Abebe] SUNY Albany, Dept Informat Studies, Albany, NY 12222 USA',\n",
       " 'MacPhee, David] Colorado State Univ, Dept Human Dev & Family Studies, Ft Collins, CO 80523 USA',\n",
       " 'Farro, Samantha] Colorado State Univ, Ft Collins, CO 80523 USA',\n",
       " 'Canetto, Silvia Sara] Colorado State Univ, Dept Psychol, Ft Collins, CO 80523 USA',\n",
       " 'Merolla, David M.] Wayne State Univ, Dept Sociol, Detroit, MI 48202 USA',\n",
       " 'Serpe, Richard T.] Kent State Univ, Dept Sociol, Kent, OH 44242 USA',\n",
       " 'Wang, Ming-Te; Degol, Jessica] Univ Pittsburgh, Sch Educ, Dept Appl Dev Psychol, Pittsburgh, PA 15260 USA',\n",
       " 'Doyle, Kari M. H.] Bay Sch San Francisco, San Francisco, CA 94129 USA',\n",
       " 'Vale, Ronald D.] Univ Calif San Francisco, Dept Cellular & Mol Pharmacol, San Francisco, CA 94158 USA',\n",
       " 'Vale, Ronald D.] Univ Calif San Francisco, Howard Hughes Med Inst, San Francisco, CA 94158 USA',\n",
       " 'Taylor, Holly A.] Tufts Univ, Medford, MA 02155 USA',\n",
       " 'Uttal, David H.; Miller, David I.] Northwestern Univ, Evanston, IL 60208 USA',\n",
       " 'Newcombe, Nora S.] Temple Univ, Philadelphia, PA 19122 USA',\n",
       " 'Hughes, Roxanne M.; Nzekwe, Brandon] Natl High Magnet Field Lab, Ctr Integrating Res & Learning, Tallahassee, FL 32310 USA',\n",
       " 'Molyneaux, Kristen J.] Firelight Fdn, Santa Cruz, CA 95060 USA',\n",
       " 'Towns, Marcy] Purdue Univ, Dept Chem, W Lafayette, IN 47907 USA',\n",
       " 'Thompson, John] Univ Maine, Dept Phys & Astron, Orono, ME 04469 USA',\n",
       " 'Christensen, Warren] N Dakota State Univ, Dept Phys, Frgo, ND 58108 USA',\n",
       " 'Rasmussen, Chris] San Diego State Univ, Dept Math & Stat, San Diego, CA 92120 USA',\n",
       " 'Else-Quest, Nicole M.] Univ Maryland Baltimore Cty, Dept Psychol, Baltimore, MD 21250 USA',\n",
       " 'Mineo, Concetta C.] Penn State Univ, Dept Human Dev & Family Studies, University Pk, PA 16802 USA',\n",
       " 'Higgins, Ashley] Philadelphia Coll Osteopath Med, Dept Psychol, Philadelphia, PA USA; Bilkent Univ, Grad Sch Educ, TR-06800 Ankara, Turkey; Hampshire Coll, Sch Nat Sci, Amherst, MA 01002 USA; Univ Wisconsin, Dept Educ Leadership & Policy Anal, Madison, WI 53706 USA',\n",
       " 'Miller, David I.] Univ Calif Berkeley, Grad Sch Educ, Berkeley, CA 94607 USA',\n",
       " 'Halpern, Diane F.] Claremont Mckenna Coll, Dept Psychol, Claremont, CA 91711 USA',\n",
       " \"McCright, Aaron M.; O'Shea, Brian W.; Sweeder, Ryan D.; Urquhart, Gerald R.; Zeleke, Aklilu] Michigan State Univ, Lyman Briggs Coll, E Lansing, MI 48825 USA\",\n",
       " 'McCright, Aaron M.] Michigan State Univ, Dept Sociol, E Lansing, MI 48825 USA',\n",
       " 'McCright, Aaron M.] Michigan State Univ, Environm Sci & Policy Program, E Lansing, MI 48825 USA',\n",
       " \"O'Shea, Brian W.] Michigan State Univ, Dept Phys & Astron, E Lansing, MI 48825 USA\",\n",
       " 'Urquhart, Gerald R.] Michigan State Univ, Dept Fisheries & Wildlife & Int Studies & Program, E Lansing, MI 48825 USA',\n",
       " 'Zeleke, Aklilu] Michigan State Univ, Dept Stat & Probabil, E Lansing, MI 48825 USA',\n",
       " 'Borrego, Maura; Cutler, Stephanie] Virginia Tech, Blacksburg, VA 24061 USA',\n",
       " 'Prince, Michael] Bucknell Univ, Lewisburg, PA 17837 USA',\n",
       " 'Henderson, Charles] Western Michigan Univ, Dept Phys, Kalamazoo, MI 49008 USA',\n",
       " 'Henderson, Charles] Western Michigan Univ, Mallinson Inst Sci Educ, Kalamazoo, MI 49008 USA',\n",
       " 'Froyd, Jeffrey E.] Texas A&M Univ, College Stn, TX 77843 USA; 0; 0',\n",
       " 'Ampaw, Frim; Partlo, Margaret] Cent Michigan Univ, Dept Educ Leadership, Mt Pleasant, MI 48859 USA',\n",
       " 'Eseryel, Deniz; Ifenthaler, Dirk; Ge, Xun] Univ Oklahoma, Dept Educ Psychol, Norman, OK 73019 USA; 0; 0',\n",
       " 'Anderson, Misti Ault] Georgetown Univ, Med Ctr, Dept Microbiol & Immunol, Washington, DC 20057 USA',\n",
       " 'Anderson, Misti Ault; Giordano, James] Potomac Inst Policy Studies, Arlington, VA 22203 USA',\n",
       " 'Giordano, James] Georgetown Univ, Med Ctr, Neuroeth Studies Program, Edmund D Pellegrino Ctr Clin Bioeth, Washington, DC 20057 USA',\n",
       " 'Giordano, James] Georgetown Univ, Med Ctr, Div Integrat Physiol, Dept Biochem, Washington, DC 20057 USA',\n",
       " 'Giordano, James] Univ Munich, Human Sci Ctr, D-80336 Munich, Germany',\n",
       " 'Giordano, James] Univ Munich, Human Sci Ctr, D-83646 Bad Tolz, Germany; 0',\n",
       " 'Gandhi, Eshani; Orgill, MaryKay; Schrader, P. G.] Univ Nevada, Dept Chem, Las Vegas, NV 89154 USA',\n",
       " 'Kukreti, Anant R.] Univ Cincinnati, Sch Energy Environm Biol & Med Engn, Cincinnati, OH 45221 USA',\n",
       " 'Maltbie, Catherine V.] Univ Cincinnati, Coll Educ, Criminal Justice & Human Serv Evaluat Serv Ctr, Cincinnati, OH 45221 USA',\n",
       " 'Tower, Roger] Independence Sci, W Lafayette, IN 47906 USA',\n",
       " 'Bakhiet, Raga] Southwestern Coll, Chula Vista, CA USA',\n",
       " 'Carcia, Theresa] SDSU, Coll Engn, San Diego, CA USA',\n",
       " 'Alvarez, Rafael] SDCC, San Diego, CA USA',\n",
       " 'Dutnall, Robert N.] Univ San Diego, Dept Chem & Biochem, San Diego, CA 92110 USA',\n",
       " 'Banner, Valentyna; Booker, Aja; Vizzo, Emily; Kane, Christine] San Diego Global Vis Acad, San Diego, CA USA',\n",
       " 'Krogh, Lars Brian; Andersen, Hanne Moeller] Aarhus Univ, Ctr Sci Educ, DK-8000 Aarhus C, Denmark',\n",
       " 'Ryan, Melissa S.] Ocean Technol Fdn, Mystic, CT 06355 USA; 0',\n",
       " 'Nag, Sreeja; Katz, Jacob G.; Saenz-Otero, Alvar] MIT, Dept Aeronaut & Astronaut, Cambridge, MA 02139 USA',\n",
       " 'McLurkin, James; John, Meagan; Kaseman, Quillan; Lynch, Andrew J.] Rice Univ, Dept Comp Sci, Houston, TX 77005 USA',\n",
       " 'Rykowski, Joshua] US Mil Acad, Dept Comp Sci, West Point, NY 10996 USA',\n",
       " 'Tseng, Kuo-Hung; Chen, Wen-Ping] Meiho Univ, Grad Inst Business & Management, Pingtung 91202, Pingtung County, Taiwan',\n",
       " 'Chang, Chi-Cheng] Natl Taiwan Normal Univ, Dept Technol Applicat & Human Resource Dev, Taipei 10610, Taiwan',\n",
       " 'Lou, Shi-Jer] Natl Pingtung Univ Sci & Technol, Grad Inst Vocat & Tech Educ, Nei Pu Township, Pingtung County, Taiwan',\n",
       " 'Nadelson, Louis S.] Boise State Univ, C&I, Coll Educ, Boise, ID 83725 USA',\n",
       " 'Pyke, Patricia] Boise State Univ, STEM Stn, Boise, ID 83725 USA',\n",
       " 'Blustein, David L.] Boston Coll, Dept Counseling Dev & Educ Psychol, Lynch Sch Educ, Chestnut Hill, MA 02467 USA',\n",
       " 'Lee, Youjin] Boston Coll, Educ Res Measurement & Evaluat ERME Program, Chestnut Hill, MA 02467 USA',\n",
       " 'Geisinger, Brandi N.; Raman, D. Raj] Iowa State Univ, Res Inst Studies Educ, Ames, IA 50011 USA',\n",
       " 'Engberg, Mark E.] Loyola Univ Chicago, Chicago, IL USA',\n",
       " 'Wolniak, Gregory C.] Univ Chicago, NORC, Chicago, IL 60637 USA',\n",
       " 'Andree, Maria] Stockholm Univ, Dept Math & Sci Educ, S-10691 Stockholm, Sweden',\n",
       " 'Hansson, Lena] Kristianstad Univ, Learning Sci & Math LISMA, Kristianstad, Sweden',\n",
       " 'Hudson, Peter; English, Lyn D.] Fac Educ, Sch Curriculum, Brisbane, Qld, Australia',\n",
       " 'Dawes, Les] Fac Sci & Engn, Sch Earth Environm & Biol Sci, Brisbane, Qld, Australia',\n",
       " 'Martinez, Edward; Lindline, Jennifer; Petronis, Michael S.] New Mexico Highlands Univ, Nat Resource Management Dept, Las Vegas, NM 87701 USA',\n",
       " 'Pilotti, Maura] New Mexico Highlands Univ, Dept Social & Behav Sci, Las Vegas, NM 87701 USA',\n",
       " 'Banning, James; Folkestad, James E.] Colorado State Univ, Sch Educ, Ft Collins, CO 80523 USA',\n",
       " 'Cohen, Cheryl A.] Northwestern Univ, Dept Psychol, Evanston, IL 60208 USA',\n",
       " 'Hegarty, Mary] Univ Calif Santa Barbara, Santa Barbara, CA 93106 USA; Univ Alabama, Huntsville, AL USA',\n",
       " 'Hudson, Peter; English, Lyn D.; Dawes, Les; Macri, Jo] Queensland Univ Technol, Kelvin Grove, Qld 4059, Australia',\n",
       " 'Ashe, Colin A.; Yaron, David J.; Chase, Catherine; Adamson, David] Carnegie Mellon Univ, Pittsburgh, PA 15213 USA',\n",
       " 'Carter, W. Craig] MIT, Cambridge, MA 02139 USA',\n",
       " 'Bartolo, Laura] Kent State Univ, Kent, OH 44242 USA',\n",
       " 'Cooper, Melanie M.] Clemson Univ, Dept Chem, Clemson, SC 29634 USA',\n",
       " 'Cooper, Melanie M.] Clemson Univ, Dept Chem, Clemson, SC 29634 USA',\n",
       " 'Brickman, Peggy] Univ Georgia, Athens, GA 30602 USA',\n",
       " 'Gormally, Cara] Georgia Inst Technol, Introductory Biol Labs, Sch Biol, Atlanta, GA 30332 USA',\n",
       " 'Francom, Greg] No State Univ, Aberdeen, SD 57401 USA',\n",
       " 'Jardelezz, Sarah E.] Michigan State Univ, E Lansing, MI 48824 USA',\n",
       " 'Schutte, Virginia G. W.] Univ Georgia, Athens, GA 30602 USA',\n",
       " 'Jordan, Carly] Univ Wyoming, Laramie, WY 82071 USA',\n",
       " 'Kanizay, Lisa] Univ Georgia, Athens, GA 30602 USA',\n",
       " 'Pazicni, Samuel] Univ New Hampshire, Dept Chem, Durham, NH 03824 USA',\n",
       " 'Vazquez, Anne V.; McLoughlin, Kaitlin; Sabbagh, Melanie; Runkle, Adam C.; Simon, Jeffrey; Coppola, Brian P.] Univ Michigan, Dept Chem, Ann Arbor, MI 48109 USA',\n",
       " 'Carr, Ronald L.; Strobel, Johannes] Purdue Univ, Inst Engn Res & Learning P12, INSPIRE, W Lafayette, IN 47907 USA; 0',\n",
       " 'Yu, Chong Ho; DiGangi, Samuel; Jannasch-Pennell, Angel] Arizona State Univ, Appl Learning Technol Inst, Scottsdale, AZ 85257 USA',\n",
       " 'Cheville, R. Alan] Oklahoma State Univ, Sch Elect & Comp Engn, Oklahoma City, OK 74074 USA',\n",
       " 'Cheville, R. Alan] Natl Sci Fdn, Div Engn Educ & Ctr, Arlington, VA 22230 USA',\n",
       " 'Subramaniam, Mega M.] Univ Maryland, Informat Policy & Access Ctr, Coll Informat Studies, College Pk, MD 20742 USA',\n",
       " 'Tate, William F.; Thorne-Wallington, Elizabeth] Washington Univ, Dept Educ Arts & Sci, St Louis, MO 63130 USA',\n",
       " 'Hogrebe, Mark C.] Washington Univ, Dept Educ, St Louis, MO 63130 USA',\n",
       " 'Schmidt, Christopher D.] Villanova Univ, Dept Educ & Counseling, Coll Liberal Arts & Sci, Villanova, PA 19085 USA',\n",
       " 'Rokutani, Laurie J.] Moonshadow, Williamsburg, VA USA',\n",
       " 'Hardinge, Gail B.] Coll William & Mary, Sch Educ, Williamsburg, VA 23187 USA',\n",
       " 'Meyers, Kerry L.; Goodrich, Victoria; Brockman, Jay] Univ Notre Dame, Notre Dame, IN 46556 USA',\n",
       " 'Merwade, V.] Purdue Univ, Sch Civil Engn, W Lafayette, IN 47907 USA',\n",
       " 'Ruddell, B. L.] Arizona State Univ, Dept Engn, Coll Technol & Innovat, Mesa, AZ USA',\n",
       " 'Sjaastad, Jorgen] Univ Oslo, Dept Phys, Blindern, Norway',\n",
       " 'Uttal, David H.; Cohen, Cheryl A.] Northwestern Univ, Dept Psychol, Evanston, IL 60208 USA',\n",
       " 'Uttal, David H.; Cohen, Cheryl A.] Northwestern Univ, Sch Educ & Social Policy, Evanston, IL 60208 USA; Robert Gordon Univ, Inst Innovat Design & Sustainabil Res, Aberdeen AB10 7QD, Scotland',\n",
       " 'Henderson, Charles] Western Michigan Univ, Dept Phys, Kalamazoo, MI 49008 USA',\n",
       " 'Henderson, Charles] Western Michigan Univ, Mallinson Inst Sci Educ, Kalamazoo, MI 49008 USA',\n",
       " 'Finkelstein, Noah] Univ Colorado, Dept Phys, Boulder, CO 80309 USA',\n",
       " 'Riga, Alan T.] Cleveland State Univ, Dept Chem, Coll Sci & Hlth Profess, Cleveland, OH 44115 USA',\n",
       " 'Matthews, M. Ellen] Buckeye Pharmaceut, Beachwood, OH 44122 USA',\n",
       " 'Greenseid, Lija O.] Profess Data Analysts Inc, Minneapolis, MN USA',\n",
       " 'Lawrenz, Frances] Univ Minnesota, Minneapolis, MN USA',\n",
       " 'Rule, Gordon] Carnegie Mellon Univ, Dept Biol Sci, Pittsburgh, PA 15213 USA',\n",
       " 'Bajzek, Diana] Carnegie Mellon Univ, Off Technol Educ, Pittsburgh, PA 15213 USA',\n",
       " 'Goodman, Anya] Calif Polytech State Univ San Luis Obispo, Dept Chem & Biochem, San Luis Obispo, CA 93407 USA',\n",
       " 'Kessler, Aaron] Univ Pittsburgh, Sch Educ, Pittsburgh, PA 15213 USA',\n",
       " 'Malcom, Lindsey E.] Univ Calif Riverside, Grad Sch Educ, Riverside, CA 92521 USA',\n",
       " 'Malcom, Shirley M.] Amer Assoc Advancement Sci, Educ Program, Washington, DC USA',\n",
       " 'Malcom, Shirley M.] Amer Assoc Advancement Sci, Human Resources Program, Washington, DC USA',\n",
       " 'Myers, Carrie B.] Montana State Univ, Dept Educ, Bozeman, MT 59717 USA',\n",
       " 'Pavel, D. Michael] Univ Oregon, Eugene, OR 97403 USA',\n",
       " 'Capobianco, Brenda M.] Purdue Univ, Dept Curriculum & Instruct, Coll Educ, W Lafayette, IN 47907 USA',\n",
       " 'Capobianco, Brenda M.] Purdue Univ, Sch Engn Educ, Coll Educ, W Lafayette, IN 47907 USA',\n",
       " 'Weller, Jessica] Purdue Univ, Coll Sci, W Lafayette, IN 47907 USA',\n",
       " 'Kaufman, Senator Edward E.] US Senate, Washington, DC 20510 USA',\n",
       " 'Eseryel, Deniz] Univ Oklahoma, Dept Educ Psychol, Norman, OK 73019 USA',\n",
       " 'Ifenthaler, Dirk] Univ Mannheim, D-6800 Mannheim 1, Germany; 0',\n",
       " 'Lopez, Enrique; Kim, Jennifer; Nandagopal, Kiruthiga; Shavelson, Richard J.] Stanford Univ, Dept Educ, Stanford, CA 94305 USA',\n",
       " 'Cardin, Nate] Stanford Univ, Dept Chem, Stanford, CA 94305 USA',\n",
       " 'Penn, John H.] W Virginia Univ, Dept Chem, Morgantown, WV 26506 USA',\n",
       " 'Woodard, Lisa J.] Washington State Univ, Coll Pharm, Dept Pharmacotherapy, Spokane, WA 99210 USA',\n",
       " 'Wilson, Judith S.] San Joaquin Cty Off Educ, Stockton, CA USA',\n",
       " 'Blankenship, James] Univ Pacific, Thomas J Long Sch Pharm & Hlth Sci, Stockton, CA 95211 USA',\n",
       " 'Lindsey, Marti] Univ Arizona, Coll Pharm, Tucson, AZ 85721 USA; Univ Birmingham, Sch Educ, Birmingham B15 2TT, W Midlands, England',\n",
       " 'English, Lyn D.; Hudson, Peter] Queensland Univ Technol, Sch Math Sci & Technol Educ, Brisbane, Qld 4001, Australia',\n",
       " 'Dawes, Les] Queensland Univ Technol, Sch Urban Dev, Brisbane, Qld 4001, Australia; Soc Mfg Engineers SME Educ Fdn, Dearborn, MI USA',\n",
       " 'Denker, S. P.; Lindburg, L.] BayBio Inst, San Francisco, CA USA; 0',\n",
       " 'Foster, K. M.; Bergin, K. B.; McKenna, A. F.; Millard, D. L.; Perez, L. C.; Prival, J. T.; Rainey, D. Y.; Sevian, H. M.; VanderPutten, E. A.; Hamos, J. E.] Natl Sci Fdn, Div Undergrad Educ, Arlington, VA 22230 USA',\n",
       " 'Foster, K. M.] Univ Texas Austin, Inst Community, Austin, TX 78712 USA',\n",
       " 'Foster, K. M.] Univ Texas Austin, Sch Partnerships, Austin, TX 78712 USA',\n",
       " 'Nicholls, Gillian M.] Univ Alabama, Huntsville, AL 35899 USA',\n",
       " 'Besterfield-Sacre, Mary] Univ Pittsburgh, Dept Ind Engn, Pittsburgh, PA 15261 USA',\n",
       " 'Besterfield-Sacre, Mary] Univ Pittsburgh, Ctr Learning Res & Dev, Pittsburgh, PA 15261 USA; Battelle Mem Inst, Columbus, OH 43201 USA; 0; Battelle Mem Inst, Columbus, OH 43201 USA; 0',\n",
       " 'Riechert, Susan E.] Univ Tennessee, Knoxville, TN 37996 USA',\n",
       " 'Post, Brian K.] Georgia Inst Technol, Sch Mech Engn, Atlanta, GA 30318 USA',\n",
       " 'Pazos, Pilar] Old Dominion Univ, Engn Management & Syst Engn Dept, Norfolk, VA 23529 USA',\n",
       " 'Micari, Marina; Light, Gregory] Northwestern Univ, Searle Ctr Teaching Excellence, Evanston, IL USA',\n",
       " 'Light, Gregory] Northwestern Univ, Sch Educ & Social Policy, Evanston, IL USA',\n",
       " 'Hopkinson, Peter; James, Peter] Univ Bradford, Ecovers Off, Bradford BD7 1DP, W Yorkshire, England; 0',\n",
       " 'Stubbs, Kristen N.] iRobot Corp, Bedford, MA USA',\n",
       " 'Yanco, Holly A.] Univ Massachusetts Lowell, Lowell, MA USA; 0',\n",
       " 'Labov, Jay B.; Schweingruber, Heidi A.; Hilton, Margaret L.] CNR, Ctr Educ, Washington, DC 20001 USA',\n",
       " 'Singer, Susan R.] Carleton Coll, Dept Biol, Northfield, MN 55057 USA',\n",
       " 'George, Melvin D.] Univ Missouri, Off President, Columbia, MO 65211 USA',\n",
       " 'Cantrell, Pamela] Brigham Young Univ, Dept Teacher Educ, Provo, UT 84602 USA',\n",
       " 'Ewing-Taylor, Jacque] Univ Nevada, Raggio Res Ctr STEM Educ, Coll Educ, Reno, NV 89557 USA; 0; 0; Cornell Univ, Ithaca, NY 14853 USA',\n",
       " 'Mayo, Merrilea J.] Ewing Marion Kauffman Fdn, Kansas City, MO 64110 USA',\n",
       " 'Amato-Henderson, Susan] Michigan Technol Univ, Dept Cognit & Learning Sci, Houghton, MI 49931 USA',\n",
       " 'Lehman, John B.] Michigan Technol Univ, Enrollment Serv, Houghton, MI 49931 USA',\n",
       " 'Cattelino, Peter] Michigan Technol Univ, YES, Expo Program, Houghton, MI 49931 USA',\n",
       " 'Cattelino, Peter] Michigan Technol Univ, YES, Educ Program, Houghton, MI 49931 USA; 0; 0',\n",
       " 'Narum, Jeanne L.] Independent Coll Off, Project Kaleidoscope, Washington, DC 20036 USA; 0; 0; 0; 0; 0; Univ Pittsburgh, Pittsburgh, PA 15261 USA; Esso Thailand Publ Co Ltd, Bangkok 10120, Thailand',\n",
       " 'Strozak, Victor S.] CUNY, Ctr Adv Study Educ, Grad Ctr, New York, NY 10016 USA; Georgia Inst Technol, TPAC, Atlanta, GA 30332 USA; Georgia Inst Technol, Sch Publ Policy, Atlanta, GA 30332 USA; Georgia Inst Technol, Sch Econ, Atlanta, GA 30332 USA; Georgia Inst Technol, Sch Ind & Syst Engn, Atlanta, GA 30332 USA; Univ Nijmegen St Radboud Hosp, ITS, NL-6500 KJ Nijmegen, Netherlands; Phoeniz Zoo, Phoenix, AZ 85008 USA; Penn State Univ, Coll Engn, University Pk, PA 16802 USA; Univ Missouri, Columbia, MO USA; Montana State Univ, Bozeman, MT 59717 USA',\n",
       " \"Khan, Arshad M.; D'Arcy, Christina E.] Univ Texas El Paso, UTEP Syst Neurosci Lab, El Paso, TX 79968 USA\",\n",
       " \"D'Arcy, Christina E.; Olimpo, Jeffrey T.] Univ Texas El Paso, Biol Educ Res Grp, El Paso, TX 79968 USA\",\n",
       " \"Khan, Arshad M.; D'Arcy, Christina E.; Olimpo, Jeffrey T.] Univ Texas El Paso, Dept Biol Sci, 500 W Univ Ave,Biosci Bldg, El Paso, TX 79968 USA\",\n",
       " \"Khan, Arshad M.; D'Arcy, Christina E.; Olimpo, Jeffrey T.] Univ Texas El Paso, Border Biomed Res Ctr, El Paso, TX 79968 USA\",\n",
       " \"Khan, Arshad M.; D'Arcy, Christina E.] Univ Texas El Paso, UTEP PERSIST Brain Mapping & Connect Teaching Lab, El Paso, TX 79968 USA\",\n",
       " \"Khan, Arshad M.; D'Arcy, Christina E.; Olimpo, Jeffrey T.] Univ Texas El Paso, Bldg SCHOLARS Program, El Paso, TX 79968 USA\",\n",
       " 'Khan, Arshad M.] Univ Texas El Paso, UTEP RISE Program, El Paso, TX 79968 USA',\n",
       " 'Khan, Arshad M.] Univ Texas El Paso, UTEP Neurosci Bachelor Sci Degree Program, El Paso, TX 79968 USA',\n",
       " \"D'Alessio, Matteo] Univ Mississippi, Dept Civil Engn, 204 Carrier Hall, University, MS 38677 USA\",\n",
       " 'Rushing, Grace] Univ Mississippi, Dept Civil Engn, 202 Carrier Hall, University, MS 38677 USA',\n",
       " 'Gray, Tiffany L.] Univ Mississippi, Div Outreach & Continuing Educ, Jackson Ave Ctr, University, MS 38677 USA',\n",
       " 'Henry, Meredith A.; Shorter, Shayla; Heemstra, Jennifer M.] Emory Univ, Dept Chem, 1515 Pierce Dr, Atlanta, GA 30322 USA',\n",
       " 'Charkoudian, Louise K.] Haverford Coll, Dept Chem, Haverford, PA 19041 USA',\n",
       " 'Le, Benjamin] Haverford Coll, Dept Psychol, Haverford, PA 19041 USA',\n",
       " 'Corwin, Lisa A.] Univ Colorado, Dept Ecol & Evolutionary Biol, 1900 Pleasant St,334 UCB, Boulder, CO 80309 USA',\n",
       " 'Vinje, Hilde; Almoy, Trygve; Froslie, Kathrine Frey; Saebo, Solve] Norwegian Univ Life Sci, Fac Chem Biotechnol & Food Sci, Christian Magnus Falsens Vei 1, N-1433 As, Norway',\n",
       " 'Brovold, Helge] Norwegian Univ Sci & Technol, Nat Ctr Sci Recruitment, Trondheim, Norway',\n",
       " 'Bacovic, Maja; Pejovic, Bojan] Univ Montenegro, Fac Econ, Podgorica, Montenegro',\n",
       " 'Andrijasevic, Zivko] Univ Montenegro, Fac Philosophy, Podgorica, Montenegro',\n",
       " 'Lin, Chun-Hung] Chung Yuan Christian Univ, Ctr Teacher Educ, Taoyuan, Taiwan',\n",
       " 'Yu, Chih-Chang] Chung Yuan Christian Univ, Dept Informat & Comp Engn, Taoyuan, Taiwan',\n",
       " 'Shih, Po-Kang] Chung Yuan Christian Univ, Ctr Gen Educ, Taoyuan, Taiwan',\n",
       " 'Wu, Leon Yufeng] Chung Yuan Christian Univ, Grad Sch Educ, Taoyuan, Taiwan',\n",
       " 'Ozcakir Sumen, Ozlem; Calisici, Hamza] Ondokuz Mayis Univ, Fac Educ, Samsun, Turkey',\n",
       " 'Capobianco, Brenda M.; Clingerman, Jenna] Purdue Univ, Dept Curriculum & Instruct, 100 North Univ St, W Lafayette, IN 47907 USA',\n",
       " 'Radloff, Jeffrey] SUNY Coll Cortland, Childhood Early Childhood Educ Dept, Cortland, NY 13045 USA',\n",
       " 'Schellinger, Jennifer; Jaber, Lama Z.; Southerland, Sherry A.] Florida State Univ, Sch Teacher Educ, Tallahassee, FL 32306 USA',\n",
       " 'Tekdal, Mehmet] Univ Cukurova, Fac Educ, Dept Comp Educ & Instruct Technol, TR-01330 Adana, Turkey',\n",
       " 'Huang, Yuanzhen] Quanzhou Ocean Inst, Quanzhou 362700, Peoples R China',\n",
       " 'Liu, Xiaohui] Xiamen Univ, Inst Educ, Xiamen 361021, Peoples R China',\n",
       " 'Huang, Yuanzhen; Liu, Xiaohui] Jimei Univ, Sch Sci, Xiamen 361021, Peoples R China',\n",
       " 'Romero-Ariza, Marta; Quesada, Antonio; Abril, Ana-Maria; Cobo, Cristina] Univ Jaen, Jaen, Spain',\n",
       " 'Morton, Terrell R.] Univ Missouri Columbia, 303 Townsend Hall, Columbia, MO 65211 USA',\n",
       " 'Davila, Omar] Santa Clara Univ, Child Studies Program, Santa Clara, CA 95053 USA',\n",
       " 'Rios, Victor M.] Univ Calif Santa Barbara, Dept Sociol, Santa Barbara, CA 93106 USA',\n",
       " 'Queiruga-Dios, Miguel-Angel; Diez-Ojeda, Maria; Saiz-Manzanares, Maria-Consuelo] Univ Burgos, Burgos, Spain',\n",
       " 'Lopez-Inesta, Emilia] Univ Valencia, Valencia, Spain',\n",
       " 'Vazquez-Dorrio, Jose-Benito] Univ Vigo, Vigo, Spain',\n",
       " 'Mulvey, Kelly Lynn; Joy, Angelina] North Carolina State Univ, Dept Psychol, Raleigh, NC USA',\n",
       " 'Caslin, Michael; Katti, Madhusudan] North Carolina State Univ, Dept Forestry & Environm Resources, Raleigh, NC USA',\n",
       " 'Orcutt, Darby] North Carolina State Univ Lib, Raleigh, NC USA',\n",
       " 'Eseryel, Deniz] North Carolina State Univ, Dept Learning Design & Technol, Raleigh, NC USA',\n",
       " 'Graham, Mark A.] Brigham Young Univ, Provo, UT 84602 USA',\n",
       " 'Duan, Ruoyu Jenny; Walker, Graham J.; Orthia, Lindy A.] Australian Natl Univ, Ctr Publ Awareness Sci CPAS, Acton, ACT 2602, Australia',\n",
       " 'Skrentny, John D.; Lewis, Kevin] Univ Calif San Diego, Dept Sociol, 9500 Gilman Dr, La Jolla, CA 92093 USA',\n",
       " 'Jackson, Christa] Iowa State Univ, Sch Educ, 2642A Lagomarcino Hall,901 Stange Rd, Ames, IA 50011 USA',\n",
       " 'Mohr-Schroeder, Margaret J.; Yost, Caitlyn; Fowler, Abigail] Univ Kentucky, 105 Taylor Educ Bldg, Lexington, KY 40506 USA',\n",
       " 'Bush, Sarah B.] Univ Cent Florida, Sch Teacher Educ, Coll Community Innovat & Educ, POB 161250, Orlando, FL 32816 USA',\n",
       " 'Maiorca, Cathrine] Calif State Univ Long Beach, Dept Teacher Educ, 1250 Bellflower Blvd, Long Beach, CA 90840 USA',\n",
       " 'Roberts, Thomas] Bowling Green State Univ, 529 Educ Bldg, Bowling Green, OH 43403 USA',\n",
       " 'Reinholz, Daniel L.; White, Isabel] San Diego State Univ, Dept Math & Stat, San Diego, CA 92182 USA',\n",
       " 'Andrews, Tessa] Univ Georgia, Dept Genet, 120 East Green St, Athens, GA 30602 USA',\n",
       " 'Ortiz-Revilla, Jairo; Greca, Ileana M.; Meneses-Villagra, Jesus-Angel] Univ Burgos, Burgos, Spain',\n",
       " 'Bautista, Alfredo] Educ Univ Hong Kong, Hong Kong, Peoples R China',\n",
       " 'Davies, Richard] Univ Cent Lancashire, Preston, Lancs, England',\n",
       " 'Trowsdale, Jo] Univ Warwick, Coventry, W Midlands, England',\n",
       " 'Sengupta-Irving, Tesha] Univ Calif Berkeley, Learning Sci & Crit Studies Race Gender & Class, Berkeley, CA 94720 USA',\n",
       " 'Akbuga, Enes] Drake Univ, Dept Math & Comp Sci, Des Moines, IA 50311 USA',\n",
       " 'Havan, Selim] Univ Illinois, Dept Educ Psychol, Urbana, IL 61801 USA',\n",
       " 'Gorgulu Ari, Asli; Meco, Gulsum] Yildiz Tech Univ, Dept Sci Educ, TR-34220 Istanbul, Turkey',\n",
       " 'Edwards, B.; Griffiths, S.] Manchester Metropolitan Univ, Manchester Ctr Publ Hist & Heritage, Manchester, Lancs, England',\n",
       " 'Edwards, B. B.] Abermorddu CP Sch, Cymau Lane, Caergwrle, Wrexham, Wales',\n",
       " 'Reynolds, F. F.] Cadw, Unit 5-7 Cefn Coed,Parc Nantgarw, Cardiff, Wales',\n",
       " 'Stanford, A.] SUMO Aerial Cam, Vineyard House,Upper Hook Rd, Upton Upon Severn, Worcs, England',\n",
       " 'Woods, M.] Manchester Metropolitan Univ, Dept Hist Polit & Philosophy, Manchester, Lancs, England',\n",
       " 'Galino, Jeffrey Rivera] Camarin High Sch, Cadena de Amor St,Area B, Camarin Caloocan City, Philippines',\n",
       " 'Galino, Jeffrey Rivera; Tanaka, Hideyuki] Hiroshima Univ, Grad Sch Humanity & Social Sci, 1-1-1 Kagamiyama, Higashihiroshima, Hiroshima 7398524, Japan',\n",
       " 'Gurbuz, Ramazan] Adiyaman Univ, Math Educ, Dept Math & Sci Educ, Fac Educ, Adiyaman, Turkey',\n",
       " 'Calik, Muammer] Trabzon Univ, Chem Educ, Dept Elementary Teacher Educ, Fatih Fac Educ, Trabzon, Turkey',\n",
       " 'Krstic, Suzana V. Markovic; Radulovic, Lela R. Milosevic] Univ Nis, Dept Sociol, Fac Philosophy, Cirila & Metodija 2, Nish 18000, Serbia',\n",
       " 'Fraser, Sharon; Barnes, Nicoli; Kilpatrick, Sue] Univ Tasmania, Sch Educ, Launceston, Tas, Australia',\n",
       " 'Guenther, John] Batchelor Inst Indigenous Tertiary Educ, Fac Tertiary Educ & Res, Casuarina, NT, Australia',\n",
       " 'Nutton, Georgie] Charles Darwin Univ, Coll Indigenous Futures Educ & Arts, Casuarina, NT, Australia',\n",
       " 'Dou, Remy] Florida Int Univ, Dept Teaching & Learning, Miami, FL 33155 USA',\n",
       " 'Dou, Remy; Cian, Heidi; Espinosa-Suarez, Valentina] Florida Int Univ, STEM Transformat Inst, Miami, FL 33155 USA',\n",
       " 'Lian, Yi] Chinese Univ Hong Kong, Fac Educ, Hong Kong 999077, Peoples R China',\n",
       " 'Tsang, Kwok-Kuen] Beijing Normal Univ, Coll Educ Adm, Fac Educ, Beijing 100875, Peoples R China',\n",
       " 'Zhang, Ying] Capital Univ Econ & Business, Coll Urban Econ & Publ Adm, Beijing 100070, Peoples R China',\n",
       " 'Cabell, Autumn L.] DePaul Univ, Dept Counseling & Special Educ, 2247 North Halsted St, Chicago, IL 60614 USA',\n",
       " 'Ewing, Nadia N.] St Marys Coll, Notre Dame, IN 46556 USA',\n",
       " 'Johnson-Glenberg, Mina C.; Bartolomea, Hannah; Kalina, Elena] Arizona State Univ, Dept Psychol, 950 South MacAllister St, Tempe, AZ 85287 USA',\n",
       " 'Turner, Angela; Logan, Marianne; Wilks, Judith] Southern Cross Univ, Lismore, NSW, Australia',\n",
       " 'Wilks, Judith] Univ Notre Dame, Fremantle, WA, Australia',\n",
       " 'Nakamura, Asako J.] Ibaraki Univ, Coll Sci, Dept Biol Sci, Mito, Ibaraki, Japan',\n",
       " 'Tandrayen-Ragoobur, Verena] Univ Mauritius, Dept Econ & Stat, Reduit, Mauritius',\n",
       " 'Gokulsing, Deepa] Univ Mauritius, Dept Social Studies, Reduit, Mauritius',\n",
       " 'Tze, Virginia M. C.] Univ Manitoba, Dept Educ Adm Fdn & Psychol, Winnipeg, MB, Canada',\n",
       " 'Li, Johnson C-H] Univ Manitoba, Dept Psychol, Winnipeg, MB, Canada',\n",
       " 'Parker, Patti C.] Univ Alberta, Dept Educ Psychol, Edmonton, AB, Canada',\n",
       " 'Wieselmann, Jeanna R.] Southern Methodist Univ, Teaching & Learning, Dallas, TX 75205 USA',\n",
       " 'Dare, Emily A.] Florida Int Univ, Teaching & Learning, Miami, FL 33199 USA',\n",
       " 'Roehrig, Gillian H.] Univ Minnesota, Curriculum & Instruct, Minneapolis, MN USA',\n",
       " 'Ring-Whalen, Elizabeth A.] St Catherine Univ, Educ, St Paul, MN USA',\n",
       " 'Ustu, Hasan] Turkish Minist Educ, Osmaniye, Turkey',\n",
       " 'Saito, Tomoki] Juntendo Univ, Tokyo, Japan',\n",
       " 'Mentis Tas, Ayse] Necmettin Erbakan Univ, Konya, Turkey',\n",
       " 'Blom, Nicolaas; Abrie, Amelia L.] Univ Pretoria, Dept Sci Math & Technol Educ, ZA-0181 Pretoria, South Africa',\n",
       " 'Barger, Nicole; Boyle, Eve K.; Diogo, Rui] Howard Univ, Coll Med, Anat Dept, Washington, DC 20059 USA',\n",
       " 'Barger, Nicole; Richmond, Marli; Diogo, Rui] George Washington Univ, Ctr Adv Study Human Paleobiol, Washington, DC USA',\n",
       " 'Barger, Nicole] George Washington Univ, Anthropol, Washington, DC USA',\n",
       " 'Martin, Jose Saul] Univ Aveiro, Biol Dept, Aveiro, Portugal',\n",
       " 'Luo, Tian; So, Winnie Wing Mui; Li, Wai Chin] Educ Univ Hong Kong, Dept Sci & Environm Studies, Tai Po, 10 Lo Ping Rd, Hong Kong, Peoples R China',\n",
       " 'Luo, Tian; So, Winnie Wing Mui; Li, Wai Chin] Educ Univ Hong Kong, Ctr Educ Environm Sustainabil, Tai Po, 10 Lo Ping Rd, Hong Kong, Peoples R China',\n",
       " 'Wan, Zhi Hong] Educ Univ Hong Kong, Dept Curriculum & Instruct, Tai Po, Hong Kong, Peoples R China',\n",
       " 'Amoako, Samuel] SDD Univ Business & Integrated & Dev Studies, Sch Business, Dept Banking & Finance, Wa, Upper West Regi, Ghana',\n",
       " 'Insaidoo, Michael] Univ Profess Studies, Dept Banking & Finance, POB LG 149, Legon, Accra, Ghana',\n",
       " 'Chung, Sheng Kuan] Univ Houston, Art Educ, Dept Curriculum & Instruct, Houston, TX 77004 USA',\n",
       " 'Li, Dan] Michigan State Univ, Dept Art Art Hist & Design, E Lansing, MI 48824 USA',\n",
       " 'Sharma, Gautam] Cent Univ Gujarat, Ctr Studies Sci Technol & Innovat Policy, Gandhinagar, Gujarat, India',\n",
       " \"Hamilton, Miriam; O' Dwyer, Anne; Leavy, Aisling; Hourigan, Mairead; Carroll, Claire; Corry, Edward] Mary Immaculate Coll, Dept STEM Educ, Limerick, Ireland\",\n",
       " 'Braund, Martin] Nelson Mandela Univ, South Campus,Univ Way, ZA-6011 Port Elizabeth, South Africa',\n",
       " 'Douglass, Helen] Univ Tulsa, Dept Educ, Tulsa, OK 74104 USA',\n",
       " 'Verma, Geeta] Univ Colorado, Sch Educ & Human Dev, Denver, CO 80202 USA',\n",
       " 'Belbase, Shashidhar; Tairab, Hassan; Jarrah, Adeeb] United Arab Emirates Univ, Coll Educ, Dept Curriculum & Instruct, Al Ain, U Arab Emirates',\n",
       " 'Mainali, Bhesh Raj] Rider Univ, Coll Educ, Human Serv Fac, Lawrenceville, NJ 08648 USA',\n",
       " 'Kasemsukpipat, Wandee] Kasetsart Univ, Fac Educ, Dept Educ, Bangkok, Thailand',\n",
       " 'Gochoo, Munkhjargal] United Arab Emirates Univ, Coll Informat Technol, Dept Comp Sci & Software Engn, Al Ain, U Arab Emirates',\n",
       " 'Gough, Annette] RMIT Univ, Sch Educ, POB 71, Bundoora, Vic 3083, Australia',\n",
       " 'Cobian, Krystle Palma] Univ Calif Los Angeles, Jonathan & Karin Fielding Sch Publ Hlth, Los Angeles, CA 90095 USA',\n",
       " 'Ramos, Hector, V] Univ Calif Los Angeles, Sch Educ & Informat Studies, Los Angeles, CA USA',\n",
       " 'Lee, Dae-Jung] Jeonbuk Natl Univ, Dept Phys Educ, Jeollabuk Do, South Korea',\n",
       " 'Sulaeman, Nurul Fitriyah] Mulawarman Univ, Fac Teacher Training & Educ, Dept Phys Educ, Samarinda, Indonesia',\n",
       " 'Putra, Pramudya Dwi Aristya] Univ Jember, Fac Teacher Training & Educ, Dept Sci Educ, Jember, Indonesia',\n",
       " 'Mineta, Ippei] Univ Tsukuba, Grad Sch Comprehens Human Sci, Tsukuba, Ibaraki, Japan',\n",
       " 'Hakamada, Hiroki] Takabe Higashi Elementary Sch, Shizuoka, Japan',\n",
       " 'Takahashi, Masahiro; Ide, Yuhsuke] Shizuoka Fuzoku Jr High Sch, Shizuoka, Japan',\n",
       " 'Kumano, Yoshisuke] Shizuoka Univ, STEAM Educ Inst, Shizuoka, Japan',\n",
       " 'Alcaraz-Dominguez, Silvia; Barajas, Mario] Univ Barcelona, Fac Educ, Barcelona 08035, Spain',\n",
       " 'Papadakis, Stamatios; Kalogiannakis, Michail] Univ Crete, Fac Educ, Dept Presch Educ, Iraklion 74100, Greece',\n",
       " 'Vaiopoulou, Julie] Univ Nicosia, Dept Educ, CY-2417 Nicosia, Cyprus',\n",
       " 'Sifaki, Eirini] Hellen Open Univ, Dept Cultural Org Management, Patras 26222, Greece',\n",
       " 'Stamovlasis, Dimitrios] Aristotle Univ Thessaloniki, Dept Philosophy & Educ, Thessaloniki 54124, Greece',\n",
       " 'Ma, Ying] Univ British Columbia, Fac Educ, Dept Curriculum Studies, Vancouver, BC V6T 1Z4, Canada',\n",
       " 'Akdere, Mesut; Acheson, Kris; Jiang, Yeling] Purdue Univ, W Lafayette, IN USA',\n",
       " 'Tang, Wendy; Djuric, Petar M.] SUNY Stony Brook, Elect & Comp Engn Dept, Stony Brook, NY 11794 USA',\n",
       " 'Tang, Wendy] SUNY Stony Brook, Sci Elect Engn Online Program, Stony Brook, NY 11794 USA',\n",
       " 'Eickholt, Jesse; Seeling, Patrick] Cent Michigan Univ, Dept Comp Sci, Mt Pleasant, MI 48859 USA',\n",
       " 'Johnson, Matthew R.] Cent Michigan Univ, Dept Educ Leadership, Mt Pleasant, MI 48859 USA',\n",
       " 'Uret, Aytul; Ceylan, Remziye] Yildiz Tech Univ, Fac Educ, Istanbul, Turkey',\n",
       " 'Ghazzawi, Dina; Hardy, John] Univ Houston, Houston, TX 77004 USA',\n",
       " 'Pattison, Donna Lynn] Univ Houston, Nat Sci & Math, Houston, TX USA',\n",
       " 'Horn, Catherine] Univ Houston, Educ Leadership & Policy Anal, Houston, TX USA',\n",
       " 'Brown, Beverly] Univ Houston Syst, Houston, TX USA',\n",
       " 'Lange, Alissa A.; Nayfeld, Irena] East Tennessee State Univ, Early Childhood Educ Dept, POB 70548, Johnson City, TN 37614 USA',\n",
       " 'Mano, Hagit] William Patterson Univ, Wayne, NJ USA',\n",
       " 'Jung, Kwanghee] Rutgers State Univ, Natl Inst Early Educ Res, New Brunswick, NJ USA',\n",
       " 'Lange, Alissa A.] CUNY Brooklyn Coll, Early Childhood Educ Art Educ, Brooklyn, NY 11210 USA',\n",
       " 'Tenhovirta, Satu; Seitamaa-Hakkarainen, Pirita; Hakkarainen, Kai] Univ Helsinki, Fac Educ Sci, Helsinki, Finland',\n",
       " 'Korhonen, Tiina] Univ Helsinki, Fac Educ Sci, Innokas Network, Helsinki, Finland',\n",
       " 'Paluri, Achuta Ratna; Sonwaney, Vandana] Constituent Symbiosis Int, Symbiosis Inst Operat Management, Nasik, Maharashtra, India',\n",
       " 'Canbazoglu Bilici, Sedef] Aksaray Univ, Dept Sci Educ, Aksaray, Turkey',\n",
       " 'Kupeli, Mehmet Ali] Republ Turkey Minist Natl Educ, Adana, Turkey',\n",
       " 'Guzey, S. Selcen] Purdue Univ, Dept Curriculum & Instruct, W Lafayette, IN 47907 USA',\n",
       " 'Guzey, S. Selcen] Purdue Univ, Dept Biol Sci, W Lafayette, IN 47907 USA',\n",
       " 'Lamb, Richard] East Carolina Univ, Coll Educ, Neurocognit Sci Lab, Greenville, NC 27858 USA',\n",
       " 'Hoston, Douglas] SUNY Coll Buffalo, Buffalo, NY USA',\n",
       " 'Lin, Jing] Beijing Normal Univ, Collaborat Innovat Ctr Assessment Basic Educ Qual, Beijing, Peoples R China',\n",
       " 'Firestone, Jonah] Washington State Univ Tricities, Richland, WA USA',\n",
       " 'Ucgul, Memet; Altiok, Serhat] Kirikkale Univ, Dept Comp Educ & Instruct Technol, Educ Fac, Yahsihan, Kirikkale, Turkey',\n",
       " 'Ekiz-Kiran, Betul] Tokat Gaziosmanpasa Univ, Math & Sci Educ Dept, Tokat, Turkey',\n",
       " 'Aydin-Gunbatar, Sevgi] Van Yuzuncu Yil Univ, Math & Sci Educ Dept, Van, Turkey',\n",
       " 'Mwasiaji, Evans] Kenyatta Univ, Dept Business Adm, POB 43844, Nairobi City 00100, Gpo, Kenya',\n",
       " 'Mambo, Shadrack] Kenyatta Univ, Dept Elect & Elect Engn, Nairobi, Kenya',\n",
       " 'Mse, Godfrey S.] KU, Dept Educ Management Policy & Curriculum Studies, Nairobi, Kenya',\n",
       " 'Okumu, John] Kenyatta Univ, Dept Phys, Nairobi, Kenya',\n",
       " 'Moon, Jewoong] Florida State Univ, Dept Educ Psychol & Learning Syst, Coll Educ, Tallahassee, FL 32304 USA',\n",
       " 'Lee, Sungwoong] Univ West Georgia, Coll Educ, Dept Educ Technol & Fdn, Carrollton, GA 30118 USA',\n",
       " 'Xu, Xinhao] Univ Missouri, Sch Informat Sci & Learning Technol, Columbia, MO 65211 USA',\n",
       " 'Basaran, Mustafa; Erol, Mustafa] Yildiz Tech Univ, Dept Elementary Educ, Primary Educ, Istanbul, Turkey',\n",
       " 'Miller, Michelle D.; Castillo, Giovanni; Medoff, Norman] No Arizona Univ, Flagstaff, AZ 86011 USA',\n",
       " 'Hardy, Alexis] CUNY, New York, NY 10017 USA',\n",
       " 'Pelger, Susanne] Lund Univ, Fac Sci, Lund, Sweden',\n",
       " \"Hourigan, M.; O'Dwyer, A.; Leavy, A. M.; Corry, E.] Univ Limerick, Mary Immaculate Coll, Fac Educ, Dept STEM Educ, Limerick, Ireland; 0\",\n",
       " 'Gross, Thomas J.] Western Kentucky Univ, Dept Psychol, Bowling Green, KY 42101 USA',\n",
       " 'Li, Qingxia; McCarroll, Patricia] Fisk Univ, Dept Math & Comp Sci, Nashville, TN USA',\n",
       " 'Rodriguez, Sarah] Iowa State Univ, Sch Educ, Ames, IA USA',\n",
       " 'Pilcher, Amy] Wartburg Coll, Business Adm Accounting & Econ, Waverly, IA USA',\n",
       " 'Garcia-Tellez, Norma] Univ Illinois, Housing, Chicago, IL 60680 USA',\n",
       " 'McManimon, Shannon K.] SUNY Coll New Paltz, Dept Educ Studies & Leadership, New Paltz, NY 12561 USA',\n",
       " 'Anuar, Aizuddin Mohamed; Chankseliani, Maia] Univ Oxford, Dept Educ, 15 Norham Gardens, Oxford OX2 6PY, England',\n",
       " 'Velasco, Richard Carlos L.] Univ Iowa, 240 S Madison St, Iowa City, IA 52242 USA',\n",
       " 'Hite, Rebecca] Texas Tech Univ, 3002 18th St, Lubbock, TX 79409 USA',\n",
       " 'Bondaryk, Leslie G.; Van Doren, Seth] Concord Consortium, Concord, MA 01742 USA',\n",
       " 'Hsi, Sherry] Concord Consortium, Emeryville, CA 94608 USA',\n",
       " 'Hsi, Sherry] BSCS Sci Learning, Colorado Springs, CO 80523 USA',\n",
       " 'Brancaccio-Taras, Loretta] CUNY Kingsborough Community Coll, Brooklyn, NY 11235 USA',\n",
       " 'Mawn, Mary V.] SUNY Empire State Coll, Saratoga Springs, NY 12866 USA',\n",
       " 'Premo, Josh] Utah Valley Univ, Orem, UT USA',\n",
       " 'Ramachandran, Roshini] Univ Calif Los Angeles, Los Angeles, CA USA',\n",
       " 'Holly, Michael; Pirker, Johanna; Resch, Sebastian; Brettschuh, Sandra; Guetl, Christian] Graz Univ Technol, Graz, Austria',\n",
       " 'Ozer, Ibrahim Evren] Kadikoy Bilim & Sanat Merkezi, Istanbul, Turkey',\n",
       " 'Bilici, Sedef Canbazoglu] Aksaray Univ, Egitim Fak, Matemat & Fen Bilimleri Egitimi Bolumu, Fen Bilgisi Egitimi ABD, Aksaray, Turkey',\n",
       " 'Gok, Tolga] Dokuz Eylul Univ, Torbali Tech Vocat Sch Higher Educ, Izmir, Turkey',\n",
       " 'Rico, Arantza; Agirre-Basurko, Elena; Ruiz-Gonzalez, Aritz; Palacios-Agundez, Igone; Zuazagoitia, Daniel] Univ Basque Country UPV EHU, Dept Math Expt & Social Sci Educ, Vitoria 01006, Spain',\n",
       " 'Lombardi, Doug] Univ Maryland, Dept Human Dev & Quantitat Methodol, College Pk, MD 20742 USA',\n",
       " 'Shipley, Thomas F.] Temple Univ, Dept Psychol, Philadelphia, PA 19122 USA',\n",
       " 'Arevalo, Maria-Jose] Univ Basque Country, UPV EHU, Fac Arts, Dept Philol & Hist, Vitoria 01006, Spain',\n",
       " 'Asun Cantera, Maria; Garcia-Marina, Vanessa] Univ Basque Country, UPV EHU, Fac Engn Vitoria, Dept Mech Engn, Vitoria 01006, Spain',\n",
       " 'Alves-Castro, Marian] Univ Basque Country, UPV EHU, Fac Arts, Dept English & German Philol & Translat & Interpr, Vitoria 01006, Spain',\n",
       " 'Razali, Fazilah] Univ Putra Malaysia, Fac Educ Studies, Serdang, Malaysia',\n",
       " 'Fraser, Barry J.; McLure, Felicity I.; Koul, Rekha B.] Curtin Univ, Perth, WA 6845, Australia',\n",
       " 'Micari, Marina] Northwestern Univ, Acad Support & Learning Adv, 1970 Campus Dr, Evanston, IL 60208 USA',\n",
       " 'Pazos, Pilar] Old Dominion Univ, Engn Management & Syst Engn, 2101D Engn Syst Bldg, Norfolk, VA 23529 USA',\n",
       " 'Hsiao, Peng-Wei] Macau Univ Sci & Technol, Dept Fine Arts Digital Media, Macau, Peoples R China',\n",
       " 'Su, Chung-Ho] Shu Te Univ, Dept Animat & Game Design, Kaohsiung 824, Taiwan',\n",
       " 'Lee, Donghee; Greer, Sydney E.; Dudley, Andrew T.] Univ Nebraska Med Ctr, Dept Genet Cell Biol & Anat, Omaha, NE 68198 USA',\n",
       " 'Kuss, Mitchell A.] Univ Nebraska Med Ctr, Dept Internal Med, Omaha, NE 68198 USA',\n",
       " 'An, Yang] Shandong Univ, Cheeloo Coll Med, Jinan 250012, Shandong, Peoples R China',\n",
       " 'Andrews, Madison E.; Borrego, Maura; Boklage, Audrey] Univ Texas Austin, Austin, TX 78712 USA',\n",
       " 'Karahan, Engin] Eskisehir Osmangazi Univ, Dept Curriculum & Instruct, Eskisehir, Turkey',\n",
       " 'Kara, Ahmet] Eskisehir Osmangazi Univ, Dept Psychol Counseling & Guidance, Eskisehir, Turkey',\n",
       " 'Akcay, Ahmet Oguz] Eskisehir Osmangazi Univ, Dept Elementary Educ, Eskisehir, Turkey',\n",
       " 'Cheng, Li; Antonenko, Pavlo Pasha; Ritzhaupt, Albert D.] Univ Florida, Coll Educ, Sch Teaching & Learning, 2423 Norman Hall,POB 117048, Gainesville, FL 32611 USA',\n",
       " 'MacFadden, Bruce] Univ Florida, Florida Museum Nat Hist, Gainesville, FL USA',\n",
       " 'Walker, Justice T.] Univ Texas El Paso, Coll Educ, 500 West Univ Ave, El Paso, TX 79968 USA',\n",
       " 'Kafai, Yasmin B.] Univ Penn, Grad Sch Educ, Philadelphia, PA 19104 USA',\n",
       " 'Shin, Myunghwan; Nelson, Frederick Peinado] Calif State Univ Fresno, Dept Liberal Studies, 5005 N Maple Ave,MS ED701, Fresno, CA 93740 USA',\n",
       " 'Lee, Jane Jiyoung] Michigan State Univ, CREATE STEM Inst, E Lansing, MI 48824 USA',\n",
       " 'Yang, Xiaotong; Rahimi, Seyedahmad; Shute, Valerie; Kuba, Renata; Smith, Ginny] Florida State Univ, 1114 W Call St, Tallahassee, FL 32306 USA',\n",
       " 'Alonso-Fernandez, Cristina] Univ Complutense Madrid, Av Seneca 2, Madrid 28040, Spain',\n",
       " 'Lindsay, Sara M.] Univ Maine, Sch Marine Sci, Orono, ME 04469 USA',\n",
       " 'Lindsay, Sara M.] Univ Maine, Maine Ctr Res STEM Educ, Orono, ME 04469 USA',\n",
       " 'Ng, Davy Tsz Kit; Chu, Samuel Kai Wah] Univ Hong Kong, Fac Educ, Pok Fu Lam, Hong Kong, Peoples R China',\n",
       " 'Whitcomb, Kyle M.; Singh, Chandralekha] Univ Pittsburgh, Dept Phys & Astron, Pittsburgh, PA 15260 USA',\n",
       " 'Hansen, Kathryn Strong] Chalmers Univ Technol, Gothenburg, Sweden',\n",
       " 'Sandrone, Stefano; Scott, Gregory] Imperial Coll London, Fac Med, Dept Brain Sci, Computat Cognit & Clin Neuroimaging Lab C3NL, London, England',\n",
       " 'Anderson, William J.] Harvard Univ, Dept Stem Cell & Regenerat Biol, Cambridge, MA 02138 USA',\n",
       " 'Anderson, William J.] Harvard Stem Cell Inst, Cambridge, MA 02138 USA',\n",
       " 'Musunuru, Kiran] Univ Penn, Dept Med, Cardiovasc Inst, Perelman Sch Med, Philadelphia, PA 19104 USA',\n",
       " 'Musunuru, Kiran] Univ Penn, Dept Genet, Perelman Sch Med, Philadelphia, PA 19104 USA',\n",
       " 'Liu, Yehe; Rollins, Andrew M.; Jenkins, Michael W.] Case Western Reserve Univ, Dept Biomed Engn, Cleveland, OH 44106 USA',\n",
       " 'Levenson, Richard M.; Fereidouni, Farzad] Univ Calif Davis, Med Ctr, Dept Pathol & Lab Med, Sacramento, CA 95817 USA',\n",
       " 'Jenkins, Michael W.] Case Western Reserve Univ, Dept Pediat, Cleveland, OH 44106 USA',\n",
       " 'Peeters, Walter] Int Space Univ, F-67400 Illkirch Graffenstaden, France',\n",
       " 'Delahunty, Thomas] Univ Birmingham, Dept Educ & Social Justice, Sch Educ, Birmingham, W Midlands, England',\n",
       " 'Delahunty, Thomas] Univ Coll Cork, Sch Educ, Cork, Ireland',\n",
       " 'Kimbell, Richard] Goldsmiths Univ London, London, England',\n",
       " 'Hachey, Alyse C.; An, Song A.; Golding, Diane E.] Univ Texas El Paso, Dept Teacher Educ, 500 W Univ Way,EDUC 601D, El Paso, TX 79968 USA',\n",
       " 'Jackson, Andrew; Bartholomew, Scott; Mentzer, Nathan] Purdue Univ, Dept Technol Leadership & Innovat, W Lafayette, IN 47907 USA',\n",
       " 'Jackson, Andrew] Univ Georgia, Dept Career & Informat Studies, 850 Coll Stn Rd, Athens, GA 30602 USA',\n",
       " 'Godwin, Allison] Purdue Univ, Sch Engn Educ, W Lafayette, IN 47907 USA',\n",
       " 'Bartholomew, Scott] Brigham Young Univ, Sch Technol, Provo, UT 84602 USA',\n",
       " 'So, Winnie Wing Mui] Educ Univ Hong Kong, Ctr Educ Environm Sustainabil, Hong Kong, Peoples R China',\n",
       " 'So, Winnie Wing Mui] Educ Univ Hong Kong, Dept Sci & Environm Studies, Hong Kong, Peoples R China',\n",
       " 'Rashid, Rafi] Natl Univ Singapore NUS, Integrat Sci & Engn Programme, NUS Grad Sch, Univ Hall,Tan Chin Tuan Wing 04-02, Singapore 119077, Singapore',\n",
       " 'Gouvea, Julia Svoboda] Tufts Univ, Dept Educ, Medford, MA 02155 USA',\n",
       " 'Aguilera, David; Vilchez-Gonzalez, Jose Miguel; Perales-Palacios, Francisco Javier] Univ Granada, Dept Sci Educ, Campus Univ Cartuja S-N, Granada 18071, Spain',\n",
       " 'Lupianez, Jose Luis] Univ Granada, Dept Math Educ, Granada 18071, Spain',\n",
       " 'Khamhaengpol, Arunrat; Chuamchaitrakool, Porntip] Sakon Nakhon Rajabhat Univ, Fac Educ, Muang Sakon Nakhon, Thailand',\n",
       " 'Sriprom, Malee] Sakon Nakhon Rajabhat Univ, Fac Sci & Technol, Muang Sakon Nakhon, Thailand',\n",
       " 'Boice, Katherine L.; Jackson, Justina R.; Alemdar, Meltem; Rao, Analia E.; Grossman, Sabrina; Usselman, Marion] Georgia Inst Technol, Ctr Educ Integrating Sci Math & Comp, Atlanta, GA 30332 USA',\n",
       " 'Mikhailova, Elena A.; Post, Christopher J.; Xu, Luyao] Clemson Univ, Dept Forestry & Environm Conservat, Clemson, SC 29634 USA',\n",
       " 'Schlautman, Mark A.] Clemson Univ, Dept Environm Engn & Earth Sci, Anderson, SC 29625 USA',\n",
       " 'Younts, Grayson L.] Clemson Univ, Dept Plant & Environm Sci, Clemson, SC 29634 USA',\n",
       " 'Chondrogiannis, Eleftherios; Symeonaki, Eleni; Loukatos, Dimitrios; Arvanitis, Konstantinos G.] Agr Univ Athens, Dept Nat Resources Management & Agr Engn, Iera Odos 75, Athens 11855, Greece',\n",
       " 'Symeonaki, Eleni; Papachristos, Dimitris] Univ West Attica, Dept Ind Design & Prod Engn, Thivon 250 & P Ralli, Egaleo 12244, Greece',\n",
       " 'Adams, Elizabeth L.] North Carolina State Univ, NC State Univ, 317 Poe Hall,Box 7801, Raleigh, NC 27695 USA',\n",
       " 'Adams, Elizabeth L.] Southern Methodist Univ, POB 750114, Dallas, TX 75275 USA',\n",
       " 'White, Brittany A.; Miles, Joseph R.; Frantell, Keri A.] Univ Tennessee, Dept Psychol, 410C Austin Peay,1404 Circle Dr, Knoxville, TN 37996 USA',\n",
       " 'Loyalka, Prashant; Shi, Zhaolei] Stanford Univ, Grad Sch Educ, Stanford, CA 94305 USA',\n",
       " 'Loyalka, Prashant; Wang, Huan; Khanna, Saurabh; Bhuradia, Ashutosh] Stanford Univ, Freeman Spogli Inst Int Studies, Stanford, CA 94305 USA',\n",
       " 'Liu, Ou Lydia; Gu, Lin; Ling, Guangming] Educ Testing Serv, Princeton, NJ 08541 USA',\n",
       " 'Li, Guirong; Li, Yanyan] Henan Univ, Sch Educ, Int Ctr Act Res Educ, Kaifeng, Henan, Peoples R China',\n",
       " 'Kardanova, Elena; Chirikov, Igor; Federiakin, Denis] Natl Res Univ, Inst Educ, Higher Sch Econ, Moscow, Russia',\n",
       " 'Chirikov, Igor] Univ Calif Berkeley, Goldman Sch Publ Policy, Ctr Studies Higher Educ, Berkeley, CA 94720 USA',\n",
       " 'Hu, Shangfeng] Sichuan Normal Univ, Fac Educ, Chengdu, Sichuan, Peoples R China',\n",
       " 'Yu, Ningning] Jinan Univ, Inst Higher Educ Res, Jinan, Peoples R China',\n",
       " 'Ma, Liping] Peking Univ, Grad Sch Educ, Beijing, Peoples R China',\n",
       " 'Guo, Fei] Tsinghua Univ, Inst Educ, Beijing, Peoples R China',\n",
       " 'Beteille, Tara; Tognatta, Namrata] World Bank, Washington, DC USA',\n",
       " 'Jones, Lewis C. R.; Tyrer, John R.] Loughborough Univ, Wolfson Sch Mech Elect & Mfg Engn, Loughborough LE11 3TU, Leics, England',\n",
       " 'McDermott, Hilary J.] Loughborough Univ, Sch Sport Exercise & Hlth Sci, Loughborough, Leics, England',\n",
       " 'Zanker, Nigel P.] Loughborough Univ, Loughborough Design Sch, Loughborough, Leics, England',\n",
       " 'Schallert, Stefanie; Lavicza, Zsolt] Johannes Kepler Univ Linz, Dept STEM Educ, Altenberger Str 54, A-4040 Linz, Austria',\n",
       " 'Vandervieren, Ellen] Univ Antwerp, Sch Educ, Venusstr 35, B-2000 Antwerp, Belgium',\n",
       " 'Apkarian, Naneh] Arizona State Univ, Sch Math & Stat Sci, Tempe, AZ USA',\n",
       " 'Henderson, Charles] Western Michigan Univ, Mallinson Inst Sci Educ, Kalamazoo, MI 49008 USA',\n",
       " 'Stains, Marilyne] Univ Virginia, Dept Chem, Charlottesville, VA USA',\n",
       " 'Raker, Jeffrey] Univ S Florida, Dept Chem, Tampa, FL 33620 USA',\n",
       " 'Johnson, Estrella] Virginia Polytech Inst & State Univ, Dept Math, Blacksburg, VA 24061 USA',\n",
       " 'Dancy, Melissa] Univ Colorado, Ctr STEM Learning, Boulder, CO 80309 USA',\n",
       " 'Hwang, Youngsik] Konyang Univ, Nonsan, South Korea',\n",
       " 'Garbin, Fernanda Gobbi de Boer] Fed Univ Pampa UNIPAMPA, Dept Prod Engn, Alegrete, Brazil',\n",
       " 'ten Caten, Carla Schwengber] Univ Fed Rio Grande do Sul, Postgrad Program Prod Engn PPGEP, Porto Alegre, RS, Brazil',\n",
       " 'Pacheco, Diego Augusto de Jesus] Aarhus Univ, Sch Business & Social Sci Aarhus BSS, Dept Business Dev & Technol BTECH, Herning, Denmark',\n",
       " 'Lachney, Michael; Drazin, Matt; Rich, Kathryn M.] Michigan State Univ, Coll Educ, Educ Psychol & Educ Technol, 620 Farm Ln, E Lansing, MI 48824 USA',\n",
       " 'Eglash, Ron] Univ Michigan, Sch Informat, Ann Arbor, MI 48109 USA',\n",
       " 'Bennett, Audrey] Univ Michigan, Penny W Stamps Sch Art & Design, Ann Arbor, MI 48109 USA',\n",
       " 'Babbitt, William] Rensselaer Polytech Inst, Sci & Technol Studies, Troy, NY USA',\n",
       " 'Foy, Lakisha] Hudson Valley Community Coll, Troy, NY USA',\n",
       " 'Price, Edward] Calif State Univ San Marcos, Dept Phys, 333 South Twin Oaks Valley Rd, San Marcos, CA 92096 USA',\n",
       " 'Lau, Alexandra C.] Western Michigan Univ, Ctr Res Instruct Change Postsecondary Educ, Kalamazoo, MI 49008 USA',\n",
       " 'Goldberg, Fred] San Diego State Univ, Ctr Res Math & Sci Educ, 6475 Alvarado Rd,Suite 206, San Diego, CA 92120 USA',\n",
       " 'Turpen, Chandra] Univ Maryland, Dept Phys, 1312 Toll Phys Bldg, College Pk, MD 20742 USA',\n",
       " 'Smith, P. Sean] Horizon Res Inc, 326 Cloister Court, Chapel Hill, NC 27514 USA',\n",
       " 'Dancy, Melissa] Univ Colorado, Dept Phys, 390 UCB, Boulder, CO 80309 USA',\n",
       " 'Robinson, Steve] Tennessee Technol Univ, Dept Phys, Box 5051, Cookeville, TN 38505 USA',\n",
       " 'Ishak, Shahrul Affendi; Din, Rosseni] Univ Kebangsaan Malaysia, Fac Educ, Sci Technol Engn & Math Enculturat Res Ctr, Bangi 43600, Malaysia',\n",
       " 'Hasran, Umi Azmah] Univ Kebangsaan Malaysia, Fuel Cell Inst, Bangi, Malaysia',\n",
       " 'Rabin, Jeffrey M.; Eggers, John; Stevens, Laura] Univ Calif San Diego, Dept Math, La Jolla, CA 92093 USA',\n",
       " 'Burgasser, Adam] Univ Calif San Diego, Dept Phys, La Jolla, CA 92093 USA',\n",
       " 'Bussey, Thomas J.; Weizman, Haim] Univ Calif San Diego, Dept Chem & Biochem, La Jolla, CA 92093 USA',\n",
       " 'Lo, Stanley M.] Univ Calif San Diego, Sect Cell & Dev Biol, La Jolla, CA 92093 USA',\n",
       " 'Seethaler, Sherry] Univ Calif San Diego, Div Phys Sci, La Jolla, CA 92093 USA',\n",
       " 'Kwon, Hyunkyung; Capraro, Robert M.; Capraro, Mary Margaret] Texas A&M Univ, Dept Teaching Learning & Culture, 4232 TAMU, College Stn, TX 77843 USA',\n",
       " 'Basu, Alo C.; Mruczek, Ryan E. B.] Coll Holy Cross, Dept Psychol, 1 Coll St, Worcester, MA 01610 USA',\n",
       " 'Hill, Alexis S.; Mondoux, Michelle A.] Coll Holy Cross, Dept Biol, 1 Coll St, Worcester, MA 01610 USA',\n",
       " 'Isaacs, Andre K.] Coll Holy Cross, Dept Chem, 1 Coll St, Worcester, MA 01610 USA',\n",
       " 'Narita, Tomohiko] Coll Holy Cross, Dept Phys, 1 Coll St, Worcester, MA 01610 USA',\n",
       " 'Shu, Yu] Natl Taichung Univ Sci & Technol, Ctr Gen Educ, Taichung, Taiwan',\n",
       " 'Huang, Tien-Chi] Natl Taichung Univ Sci & Technol, Dept Informat Management, 129,Sec 3,Sanmin Rd, Taichung 40401, Taiwan',\n",
       " 'Mayoral, Jaime; Nunez-Castilla, Janelle] Florida Int Univ, Dept Biol Sci, Miami, FL 33199 USA',\n",
       " 'Labonte, Jason W.] Johns Hopkins Univ, Dept Biochem & Biomol Engn, Baltimore, MD 21218 USA',\n",
       " 'Labonte, Jason W.] Gettysburg Coll, Dept Chem, Gettysburg, PA 17325 USA',\n",
       " 'Briggs, Laura A.; Rumjahn, Sharif M.] Truckee Meadows Community Coll, Dept Biol, Reno, NV 89512 USA',\n",
       " 'Gray, Jeffrey J.] Franklin & Marshall Coll, Dept Chem, Lancaster, PA 17603 USA',\n",
       " 'Makarevitch, Irina] Hamline Univ, Dept Biol, St Paul, MN 55104 USA',\n",
       " 'Vater, Ashley; Siegel, Justin B.] Univ Calif Davis, Genome Ctr, Davis, CA 95616 USA',\n",
       " 'Siegel, Justin B.] Univ Calif Davis, Dept Biochem & Mol Med, Davis, CA 95616 USA',\n",
       " 'Siegel, Justin B.] Univ Calif Davis, Dept Chem, Davis, CA 95616 USA',\n",
       " 'Almukhambetova, Ainur; Kuzhabekova, Aliya] Nazarbayev Univ, Grad Sch Educ, Nur Sultan, Kazakhstan',\n",
       " 'Ottemo, Andreas] Univ Gothenburg, Dept Educ & Special Educ, POB 300, Gothenburg, Sweden',\n",
       " 'Gonsalves, Allison J.] McGill Univ, Dept Integrated Studies Educ, Montreal, PQ, Canada',\n",
       " 'Danielsson, Anna T.] Uppsala Univ, Dept Educ, Uppsala, Sweden',\n",
       " 'Race, Alexandra I.] Univ Calif Santa Cruz, Educ, Santa Cruz, CA USA',\n",
       " 'De Jesus, Maria] Florida State Univ, Biol Sci, Tallahassee, FL USA',\n",
       " 'Beltran, Roxanne S.; Zavaleta, Erika S.] Univ Calif Santa Cruz, Ecol & Evolutionary Biol, Santa Cruz, CA USA',\n",
       " 'Gya, Ragnhild; Bjune, Anne Elisabeth] Univ Bergen, Dept Biol Sci, Bjerknes Ctr Climate Res, Bergen, Norway',\n",
       " 'Lissitsa, Sabina] Ariel Univ, Sch Commun, Ariel, Israel',\n",
       " 'Chachashvili-Bolotin, Svetlana] Ruppin Acad Ctr, MA Program Immigrat & Social Integrat, Emek, Israel',\n",
       " 'Melak, Addissie; Singh, Seema] Delhi Technol Univ, Dept Humanities, Delhi 110042, India',\n",
       " 'Melak, Addissie] Debre Tabor Univ, Dept Econ, Debre Tabor 6300, Ethiopia',\n",
       " 'Sommers, Amie S.] Univ Nebraska Lincoln, Lincoln, NE 68588 USA',\n",
       " 'Richter-Egger, Dana] Univ Nebraska Omaha, Math & Sci Learning Ctr MSLC, Omaha, NE USA',\n",
       " 'Richter-Egger, Dana] Univ Nebraska Omaha, Chem, Omaha, NE USA',\n",
       " 'Cutucache, Christine E.] Univ Nebraska Omaha, Sci, Omaha, NE USA',\n",
       " 'Cutucache, Christine E.] Univ Nebraska Omaha, Biol, Omaha, NE USA',\n",
       " 'Cutucache, Christine E.] Univ Nebraska Omaha, STEM Teaching Res & Inquiry Based Learning Ctr, Omaha, NE USA',\n",
       " 'Garces, Josep Marin; Veiga Almagro, Carlos; Di Castro, Mario; Buonocore, Luca Rosario; Masi, Alessandro] CERN, BE CEM Controls Elect & Mechatron Grp, CH-1217 Geneva, Switzerland',\n",
       " 'Veiga Almagro, Carlos; Lunghi, Giacomo; Marin Prades, Raul] Jaume I Univ Castellon, Interact Robot Syst Lab, Castellon De La Plana 12006, Spain',\n",
       " 'Yusof, Yusriza Mohamd; Ayob, Afida; Saad, Mohamad Hanif Md] Univ Kebangsaan Malaysia, Fak Kejuruteraan & Alan Bina, Jabatan Kejuruteraan Elekt Elekt & Sistem, Bangi, Malaysia',\n",
       " 'Rahman, S. M. Mizanoor] Univ West Florida, Dept Intelligent Syst & Robot, Pensacola, FL 32514 USA',\n",
       " 'Araya, Roberto] Univ Chile, Inst Educ, Ctr Invest Avanzada Educ, Santiago 8320000, Chile',\n",
       " 'Collanqui, Pedro] Minist Educ Peru, Lima 15021, Peru',\n",
       " 'Collanqui, Pedro] Univ Nacl Mayor San Marcos, Fac Educ, Lima 15081, Peru',\n",
       " 'Yllana-Prieto, Felix; Jeong, Jin Su; Gonzalez-Gomez, David] Univ Extremadura, Dept Didact Ciencias Expt & Matemat, Caceres 10003, Spain',\n",
       " 'Ruiz-Sarmiento, Jose-Raul; Baltanas, Samuel-Felipe; Gonzalez-Jimenez, Javier] Univ Malaga, Biomed Res Inst Malaga IBIMA, Dept Syst Engn & Automat, Machine Percept & Intelligent Robot Grp MAPIR, Malaga 29071, Spain',\n",
       " 'Estevez-Mauriz, Laura; Baelo, Roberto] Univ Leon, Res Grp Edutools, Fac Educ, Leon 24071, Spain',\n",
       " 'Baelo, Roberto] Univ Leon, Dept Gen & Specif Didact & Educ Theory, Fac Educ, Leon 24071, Spain',\n",
       " 'Santangelo, Jessica] Hofstra Univ, 1000 Hempstead Turnpike, Hempstead, NY 11549 USA',\n",
       " 'Hobbie, Lawrence; Villa-Cuesta, Eugenia] Adelphi Univ, 1 South Ave, Garden City, NY 11530 USA',\n",
       " 'Lee, Jacqueline] Nassau Community Coll, 1 Educ Dr, Garden City, NY 11530 USA',\n",
       " 'Pullin, Michael] Queensborough Community Coll, 222-05 56th Ave, Queens, NY 11364 USA',\n",
       " 'Hyslop, Alison] St Johns Univ, 8000 Utopia Pkwy, Queens, NY 11439 USA',\n",
       " 'Monkovic, Julia Marie; Jones, Serena Monique; Katyal, Priya; Punia, Kamia; Montclare, Jin Kim] NYU, Tandon Sch Engn, Dept Chem & Biomol Engn, 6 MetroTech Ctr, Brooklyn, NY 11201 USA',\n",
       " 'Nicolas, Madeleine] NYU, Tandon Sch Engn, Dept Comp Sci & Engn, 6 MetroTech Ctr, Brooklyn, NY 11201 USA',\n",
       " 'Noland, Damon] Urban Assembly Inst Math & Sci Young Women, 283 Adams St, Brooklyn, NY 11201 USA',\n",
       " 'Montclare, Jin Kim] NYU, Dept Chem, Coll Arts & Sci, 100 Washington Sq East, New York, NY 10003 USA',\n",
       " 'Montclare, Jin Kim] NYU, Coll Dent, Dept Biomat, 443 First Ave, New York, NY 10016 USA',\n",
       " 'Montclare, Jin Kim] NYU, Sch Med, Dept Radiol, New York, NY 10016 USA',\n",
       " 'Young, Sheila A.; Newton, Amanda R.] Florida Inst Technol, STEM Educ, Melbourne, FL 32901 USA',\n",
       " 'Fowler, Samantha R.; Park, Joo] Florida Inst Technol, Dept Math Sci, Melbourne, FL 32901 USA',\n",
       " 'Wan, Zhi Hong] Educ Univ Hong Kong, Dept Curriculum & Instruct, Hong Kong, Peoples R China',\n",
       " 'So, Wing Mui Winnie] Educ Univ Hong Kong, Dept Sci & Environm Studies, 10 Lo Ping Rd, Hong Kong, Peoples R China',\n",
       " 'Hu, Weiping] Shaanxi Normal Univ, Ctr Teacher Profess Abil Dev, Xian, Peoples R China',\n",
       " 'Means, Barbara; Young, Viki; Iwatani, Emi] Digital Promise, Learning Sci Res, 2955 Campus Dr, San Mateo, CA 94403 USA',\n",
       " 'Wang, Haiwen; Wei, Xin] SRI Educ, 333 Ravenswood Ave, Menlo Pk, CA 94025 USA',\n",
       " 'Pugh-Bernard, Aimee] Univ Colorado, Dept Immunol & Microbiol, Anschutz Med Campus, Aurora, CO USA',\n",
       " 'Kenyon, Kristy L.] Hobart & William Smith Coll, Dept Biol, Geneva, NY 14456 USA',\n",
       " 'Koury, Stephen T.; Dey-Rao, Rama] SUNY Buffalo, Dept Biotech & Clin Lab Sci, Buffalo, NY 14260 USA',\n",
       " 'Carlin-Menter, Shannon] SUNY Buffalo, Dept Family Med, Buffalo, NY USA',\n",
       " 'Kelly, Kimberle] Oak Ridge Associated Univ, Oak Ridge, TN USA',\n",
       " 'Godec, Spela; Archer, Louise] UCL Inst Educ, Dept Educ Practice & Soc, London, England',\n",
       " 'Dawson, Emily] UCL, Dept Sci & Technol Studies, London, England',\n",
       " 'Chen, Xieling] Educ Univ Hong Kong, Dept Math & Informat Technol, 10 Lo Ping Rd, Hong Kong, Peoples R China',\n",
       " 'Zou, Di] Educ Univ Hong Kong, Dept English Language Educ, 10 Lo Ping Rd, Hong Kong, Peoples R China',\n",
       " 'Xie, Haoran] Lingnan Univ, Dept Comp & Decis Sci, 8 Castle Peak Rd, Hong Kong, Peoples R China',\n",
       " 'Wang, Fu Lee] Open Univ Hong Kong, Sch Sci & Technol, Ho Man Tin, Kowloon, 30 Good Shepherd St, Hong Kong, Peoples R China',\n",
       " 'Cherrstrom, Catherine A.; Lopez, Omar S.; Ashford-Hanserd, Shetay] Texas State Univ, San Marcos, TX 78666 USA',\n",
       " 'Morales, Danielle Xiaodan] Univ Texas El Paso, Dept Sociol & Anthropol, 500 W Univ Ave, El Paso, TX 79968 USA',\n",
       " 'Grineski, Sara Elizabeth] Univ Utah, Dept Sociol, Salt Lake City, UT USA',\n",
       " 'Collins, Timothy William] Univ Utah, Dept Geog, Salt Lake City, UT USA',\n",
       " 'Hackman, Salomey Tardy] Beijing Normal Univ, Fac Educ, Beijing, Peoples R China',\n",
       " 'Zhang, Danhui; He, Jingwen] Beijing Normal Univ, Collaborat Innovat Ctr Assessment Basic Educ Qual, Beijing, Peoples R China',\n",
       " 'Dolgopolovas, Vladimiras; Dagiene, Valentina] Vilnius Univ, Inst Educ Sci, Univ St 9, LT-01513 Vilnius, Lithuania',\n",
       " 'A. Czocher, Jennifer; Melhuish, Kathleen; Kandasamy, Sindura Subanemy; Roan, Elizabeth] Texas State Univ, Math, San Marcos, TX 78666 USA',\n",
       " 'Mylonas, Georgios] ATHENA Res & Innovat Ctr, Ind Syst Inst, Patras, Greece',\n",
       " 'Mylonas, Georgios] Comp Technol Inst & Press Diophantus, Patras, Greece',\n",
       " 'Paganelli, Federica] Univ Pisa, Dept Comp Sci, Pisa, Italy',\n",
       " 'Paganelli, Federica; Cuffaro, Giovanni] CNIT, Florence, Italy',\n",
       " 'Nesi, Ilaria] Gramsci Keynes High Sch, Prato, Italy',\n",
       " 'Karantzis, Dionysis] 6th Primary Sch Kaisariani, Athens, Greece',\n",
       " 'Li, Hui; Forbes, Anne] Macquarie Univ, N Ryde, NSW, Australia',\n",
       " 'Yang, Weipeng] Singapore Univ Social Sci, Singapore, Singapore',\n",
       " 'Hrynevych, Liliia M.] Borys Grinchenko Kyiv Univ, Acad & Int Affairs, Kiev, Ukraine',\n",
       " 'Morze, Nataliia, V; Boiko, Mariia A.] Borys Grinchenko Kyiv Univ, Kiev, Ukraine',\n",
       " 'Vember, Viktoriia P.] Borys Grinchenko Kyiv Univ, Fac Informat Technol & Management, Dept Comp Sci & Math, Kiev, Ukraine',\n",
       " 'Kumar, Vasu; Ghoshal, Gourav] Texas A&M Univ, Dept Ind & Syst Engn, College Stn, TX 77843 USA',\n",
       " 'Johnson, Michael D.; Nepal, Bimal] Texas A&M Univ, Dept Engn Technol & Ind Distribut, College Stn, TX USA',\n",
       " 'Levin, Laura; Verner, Igor] Technion Israel Inst Technol, Fac Educ Sci & Technol, IL-3200003 Haifa, Israel',\n",
       " 'Kucuk, Zerrin Doganca] Maynooth Univ, Sch Educ, Educ Dept, North Campus, Maynooth, Kildare, Ireland',\n",
       " 'Yabas, Defne; Corlu, Mehmet Sencer] Bahcesehir Univ, Ciragan Cad Osmanpasa Mektebi Sk 4-6, Istanbul, Turkey',\n",
       " 'Boyaci, Hayriye Sinem] Darussafaka Sch, Darussafaka Mh Darussafaka Cd 5-9, Maslak Sariyer Istanbul, Turkey',\n",
       " 'Kwan, Reggie] Open Univ Hong Kong, Comp Sci, Ho Man Tin, Hong Kong, Peoples R China',\n",
       " 'Wong, Billy Tak-Ming] Open Univ Hong Kong, Ho Man Tin, Hong Kong, Peoples R China',\n",
       " 'Albert, Lynal] Tarleton State Univ, Dept Engn & Comp Sci, Stephenville, TX 76402 USA',\n",
       " 'Yean, Aai Sheau; Syrene, Suzieleez; Rahim, Abdul] Univ Malaya, Kuala Lumpur, Malaysia',\n",
       " 'Pajk, Tine] Primary Sch Muta, Solska Ulica 6, Muta 2366, Slovenia',\n",
       " 'Van Isacker, Karel] EcologyKM Ltd, 48 Angel Voyvoda Str,Floor 1, Rodopi Municipality 4224, Plovdiv Region, Bulgaria',\n",
       " 'Abersek, Boris; Flogie, Andrej] Univ Maribor, Fac Nat Sci & Matemat, Koroska Cesta 160, Maribor 2000, Slovenia',\n",
       " 'Flogie, Andrej] Inst Anton Martin Slomsek, Vrbanska 30, Maribor 2000, Slovenia',\n",
       " 'Ahmad, Jamilah; Siew, Nyet Moi] Univ Malaysia Sabah, Fac Psychol & Educ, Kota Kinabalu 88400, Sabah, Malaysia',\n",
       " 'Rodriguez, Sarah L.] Texas A&M Univ Commerce, Higher Educ & Learning Technol, Commerce, TX 75428 USA',\n",
       " 'Espino, Maria L.] Iowa State Univ, Sch Educ, Higher Educ Program, Ames, IA USA',\n",
       " 'Le, Brian D.] Iowa State Univ, Sch Educ, Sci Bound, Ames, IA USA',\n",
       " 'Cunningham, Kelly J.] Univ Virginia, Sch Engn & Appl Sci, Engn Grad Writing Lab, Charlottesville, VA 22903 USA',\n",
       " 'Damekova, S. K.; Shuyushbayeva, N. N.; Ahayeva, G. S.; Kaliyeva, A. K.] Sh Ualikhanov Kokshetau Univ, Kokshetau, Kazakhstan',\n",
       " 'Tanasheva, N. K.] EA Buketov Karaganda Univ, Karaganda, Kazakhstan',\n",
       " 'Sagyndykova, Zhailagul] Narxoz Univ, Linguist Ctr, Alma Ata, Kazakhstan',\n",
       " 'Sagyndykova, Zhailagul] Narxoz Univ, Int Dev & Partnership Dept, Alma Ata, Kazakhstan',\n",
       " 'Gazdiyeva, Bella] Sh Ualikhanov Kokshetau State Univ, Dept Russian Philol & Lib Sci, Kokshetau, Kazakhstan',\n",
       " 'Gabdullina, Zarina] Sh Ualikhanov Kokshetau State Univ, Dept English & Teaching Methods, Kokshetau, Kazakhstan',\n",
       " 'Akhmetzhanova, Aida] JSC Informat & Analyt Ctr, Dept Analyt Monitoring & Evaluat, Nur Sultan, Kazakhstan',\n",
       " 'Mektepbayeva, Damel] Nazarbayev Univ, Dept Dev Innovat Ecosyst, Nur Sultan, Kazakhstan',\n",
       " 'Althonayan, Abraham] Brunel Univ London, Operat & Strateg Management, Brunel Business Sch, London, England',\n",
       " 'Althonayan, Abraham] Brunel Univ London, Brunel Business Sch, MBA, London, England',\n",
       " 'Ajit, Gloria; Lucas, Terry; Kanyan, Ringah] UNIV MALAYSIA SARAWAK, Fac Appl & Creat Arts, Sarawak, Malaysia',\n",
       " 'Hurley, Amanda; Chevrette, Marc G.; Acharya, Deepa D.; Lozano, Gabriel L.; Garavito, Manuel; Heinritz, Jen; Balderrama, Luis; Beebe, Mara; DenHartog, Martel L.; Corinaldi, Kamiyah; Engels, Renee; Gutierrez, Alyssa; Jona, Orli; Putnam, Josephine H., I; Rhodes, Brody; Pultorak, Joshua; Miller, Sarah; Handelsman, Jo] Univ Wisconsin, Wisconsin Inst Discovery, Madison, WI 53706 USA',\n",
       " 'Hurley, Amanda; Chevrette, Marc G.; Acharya, Deepa D.; Lozano, Gabriel L.; Garavito, Manuel; Heinritz, Jen; Balderrama, Luis; Beebe, Mara; DenHartog, Martel L.; Engels, Renee; Jona, Orli; Putnam, Josephine H., I; Pultorak, Joshua; Handelsman, Jo] Univ Wisconsin, Dept Plant Pathol, Madison, WI 53706 USA',\n",
       " 'Lozano, Gabriel L.] Boston Childrens Hosp, Div Infect Dis, Boston, MA USA',\n",
       " 'Lozano, Gabriel L.] Boston Childrens Hosp, Dept Pediat, Div Gastroenterol, Boston, MA USA',\n",
       " 'Lozano, Gabriel L.] Harvard Med Sch, Boston, MA 02115 USA',\n",
       " 'Balderrama, Luis] Hamline Univ, Minneapolis, MN USA',\n",
       " 'Corinaldi, Kamiyah] Colorado State Univ, Ft Collins, CO 80523 USA',\n",
       " 'Gutierrez, Alyssa] Univ Alabama, Tuscaloosa, AL USA',\n",
       " 'Rhodes, Brody] Univ West Alabama, Livingston, AL USA',\n",
       " 'Tsang, Tiffany] Yale Univ, Dept Mol Cellular & Dev Biol, New Haven, CT USA',\n",
       " 'Hernandez, Simon] Univ Rochester, Med Ctr, Rochester, NY 14642 USA',\n",
       " 'Bascom-Slack, Carol] Tufts Univ, Dept Med Educ, Boston, MA 02111 USA',\n",
       " 'Blum, Jessamina E.] Univ Minnesota, Sch Med, Minneapolis, MN 55455 USA',\n",
       " 'Price, Paul A.] Eastern Michigan Univ, Dept Biol, Ypsilanti, MI 48197 USA',\n",
       " 'Davis, Debra] Wingate Univ, Dept Biol, Wingate, NC USA',\n",
       " 'Klein, Joanna] Univ Northwestern St Paul, Dept Biol & Biochem, St Paul, MN USA',\n",
       " 'Sullivan, Nora L.] Citrus Coll, Dept Biol, Glendora, CA USA',\n",
       " 'Mouncey, Nigel J.] Joint Genome Inst, Berkeley, CA USA',\n",
       " 'Dorrestein, Pieter C.] Univ Calif San Diego, Skaggs Sch Pharm & Pharmaceut Sci, Collaborat Mass Spectrometry Innovat Ctr, La Jolla, CA 92093 USA',\n",
       " 'Broderick, Nichole A.] Univ Connecticut, Dept Mol & Cell Biol, Mansfield, CT 06269 USA',\n",
       " 'Broderick, Nichole A.] Johns Hopkins Univ, Dept Biol, Baltimore, MD 21218 USA',\n",
       " 'Marcone Flores, Giancarlo] Univ Ingn & Tecnol UTEC, Direcc Humanidad Artes & Ciencias Sociales, Ctr Impacto & Responsabilidad Social CIRSO, Jr Medrano Silva 165, Lima, Peru',\n",
       " 'Hubbard, Katharine] Univ Hull, Dept Biol & Marine Sci, Kingston Upon Hull HU6 7RX, N Humberside, England',\n",
       " 'Tanase, S., I] Stefan Cel Mare Natl Coll, Dept Phys, Suceava 720007, Romania',\n",
       " 'Tanase, S., I] Stefan Cel Mare Univ, MANSiD Res Ctr, Suceava 720229, Romania',\n",
       " 'Tanase, S., I; Tanase, D.] Spiru Haret Comp Sci Natl Coll, Dept Phys, Suceava 720238, Romania',\n",
       " 'Buga, E. M.] Saxion Univ Appl Sci, Creat Media & Game Technol, MH Tromplaan 28, NL-7513 AB Enschede, Netherlands',\n",
       " 'Poienariu, L.] Stefan Cel Mare Univ, Fac Elect Engn & Comp Sci, Suceava 720229, Romania',\n",
       " 'Bogdan Toma, Radu] Univ Burgos, Dept Didact Especif, Burgos, Spain',\n",
       " 'Garcia-Carmona, Antonio] Univ Seville, Dept Didact Ciencias Expt & Sociales, Seville, Spain',\n",
       " 'Fort, Margherita; Monfardini, Chiara] Univ Bologna, Dept Econ, Bologna, Italy',\n",
       " 'Fort, Margherita; Monfardini, Chiara] IZA, Bonn, Germany',\n",
       " 'Monfardini, Chiara] CHILD CCA, Turin, Italy',\n",
       " 'Chise, Diana] European Cent Bank, Directorate Gen Informat Syst, Frankfurt, Germany',\n",
       " 'Fort, Margherita] FBK IRVAPP, Trento, Italy',\n",
       " 'Fort, Margherita] CESifo, Munich, Germany',\n",
       " 'Buturlina, Oksana] Dnipro Acad Continuing Educ, Dnipropetrovsk Reg Council, Dept Informat & Educ Projects Management, Dnipro, Ukraine',\n",
       " 'Buturlina, Oksana] Dnipro Acad Continuing Educ, Dnipropetrovsk Reg Council, Communal Inst Higher Educ, Dnipro, Ukraine',\n",
       " 'Dovhal, Serhii] Dnipro Acad Continuing Educ, Dnipropetrovsk Reg Council, Communal Inst Higher Educ, Dept Informat & Educ Projects Management, Dnipro, Ukraine',\n",
       " 'Hryhorov, Heorhii] Dnipro Acad Continuing Educ, Dnipropetrovsk Reg Council, Communal Inst Higher Educ, Dept Nat & Math Educ, Dnipro, Ukraine',\n",
       " 'Lysokolenko, Tetiana] Dnipro Acad Continuing Educ, Dnipropetrovsk Reg Council, Communal Inst Higher Educ, Dept Philosophy, Dnipro, Ukraine',\n",
       " 'Palahuta, Vadym] Natl Met Acad Ukraine, Philosoph Sci, Dnipro, Ukraine',\n",
       " 'Palahuta, Vadym] Natl Met Acad Ukraine, Dept Engn Pedag, Dnipro, Ukraine',\n",
       " 'Silva-Diaz, Francisco; Carrillo-Rosua, Javier; Antonio Fernandez-Plaza, Jose] Univ Granada, Granada, Spain',\n",
       " 'Carrillo-Rosua, Javier] Inst Andaluz Ciencias Tierra CSIC UGR, Granada, Spain',\n",
       " 'Knight, Gillian L.] Aston Univ, Ctr Innovat Learning & Educ CILE, Sch Engn & Appl Sci, Birmingham, W Midlands, England',\n",
       " 'Arabit Garcia, Javier; Prendes Espinosa, Maria Paz; Serrano Sanchez, Jose Luis] Univ Murcia, Murcia, Spain',\n",
       " 'Ferrada Ferrada, Cristian Andres; Carrillo Rosua, Francisco Javier] Univ Granada, Granada, Spain',\n",
       " 'Antonio Diaz-Levicoy, Danilo] Univ Catolica Maule, Talca, Maule, Chile',\n",
       " 'Hamilton, Miriam] Univ Limerick, Mary Immaculate Coll, Limerick, Ireland',\n",
       " 'Tsai, Liang-Ting] Tzu Chi Univ, Inst Educ, 701 Zhongyang Rd,Sec 3, Hualien 97004, Taiwan',\n",
       " 'Tsai, Liang-Ting] Tzu Chi Univ, Ctr Teacher Educ, 701 Zhongyang Rd,Sec 3, Hualien 97004, Taiwan',\n",
       " 'Chang, Cheng-Chieh] Natl Taiwan Ocean Univ, Taiwan Marine Educ Ctr, Inst Educ, Keelung, Taiwan',\n",
       " 'Chang, Cheng-Chieh] Natl Taiwan Ocean Univ, Ctr Teacher Educ, Keelung, Taiwan',\n",
       " 'Cheng, Hao-Ti] Natl Taiwan Ocean Univ, Inst Educ, 2 Beining Rd, Keelung 202, Taiwan',\n",
       " 'Yucelyigit, Secil] TED Univ, Educ Fac, Dept Elementary Educ, Early Childhood Educ Ankara, Ankara, Turkey',\n",
       " 'Toker, Zerrin] TED Univ, Educ Fac, Dept Math & Sci Educ, Ankara, Turkey',\n",
       " 'Ling, Loh Su] Sekolah Menengah Kebangsaan Perempuan Sandakan, Sandakan 90000, Sabah, Malaysia',\n",
       " 'Pang, Vincent; Lajium, Denis] Univ Malaysia Sabah, Jalan UMS, Kota Kinabalu 88400, Sabah, Malaysia',\n",
       " 'McIntyre, Miranda M.] Calif State Univ San Bernardino, 5500 Univ Pkwy, San Bernardino, CA 92407 USA',\n",
       " 'Gundlach, Jessica L.] Ball State Univ, Muncie, IN 47306 USA',\n",
       " 'Graziano, William G.] Purdue Univ, W Lafayette, IN 47907 USA',\n",
       " 'Gonzalez-Pena, Omar Israel; Rodriguez-Masegosa, Rodolfo; Rodriguez-Lara, Blas Manuel] Tecnol Monterrey, Escuela Ingn & Ciencias, Ave Eugenio Garza Sada 2501, Monterrey 64849, NL, Mexico',\n",
       " 'Moran-Soto, Gustavo] Inst Tecnol Durango, Dept Basic Sci, Blvd Felipe Pescador 1830, Durango 34080, Dgo, Mexico',\n",
       " 'Gonzalez-Pena, Omar Israel] Tecnol Monterrey, Sch Engn & Sci, Av Eugenio Garza Sada Sur 2501, Monterrey 64849, Mexico',\n",
       " 'Pena-Ortiz, Maria Olivia] Univ Guadalajara, Univ Ctr Exact Sci & Engn, Dept Chem, Blvd M Garcia Barragan 1451, Guadalajara 44430, Mexico',\n",
       " 'Moran-Soto, Gustavo] Inst Tecnol Durango, Dept Basic Sci, Blvd Felipe Pescador 1830, Durango 34080, Mexico',\n",
       " 'Nasri, Nurfarahin; Rahimi, Nik Mohd; Nasri, Nurfaradilla Mohamad; Abd Talib, Mohamad Asyraf] Univ Kebangsaan Malaysia, Fac Educ, Bangi 43600, Selangor, Malaysia',\n",
       " 'Tselegkaridis, Sokratis; Sapounidis, Theodosios] Int Hellen Univ IHU, Dept Informat & Elect Engn, Thessaloniki 57400, Greece',\n",
       " 'Hali, Ali Usman; Aslam, Sarfraz; Zhang, BaoHui] Shaanxi Normal Univ, Sch Educ, 199 South Changan Rd, Xian 710062, Peoples R China',\n",
       " 'Saleem, Atif] Zhejiang Normal Univ, Coll Educ & Human Dev, Coll Teacher Educ, Jinhua 321004, Zhejiang, Peoples R China',\n",
       " 'Felder, Richard M.] North Carolina State Univ, Chem Engn, Raleigh, NC 27695 USA',\n",
       " 'Greca, Ileana M.; Ortiz-Revilla, Jairo] Univ Burgos, Fac Educ, Dept Didact Especif, Burgos, Spain',\n",
       " 'Arriassecq, Irene] Univ Nacl Ctr Prov Buenos Aires, Fac Ciencias Exactas, ECienTec, Buenos Aires, DF, Argentina',\n",
       " 'Amo, Daniel] Ramon Llull Univ, Dept Engn, Grp Res GRETEL, Barcelona 08022, Spain',\n",
       " 'Fox, Paul] Ramon Llull Univ, Dept Management, Grp Res GRETEL, Barcelona 08022, Spain',\n",
       " 'Fonseca, David] Ramon Llull Univ, Dept Architecture, Grp Res GRETEL, Barcelona 08022, Spain',\n",
       " 'Poyatos, Cesar] Autonomous Univ Madrid, Didact & Theory Educ Dept, Grp Res EDI, Madrid 28049, Spain',\n",
       " 'Calatrava Arroyo, Amanda; Ramos Montes, Marcos; Segrelles Quilis, J. Damian] Univ Politecn Valencia UPV, Inst Instrumentac Imagen Mol I3M, Valencia 46022, Spain',\n",
       " 'Chasteen, Stephanie] Univ Colorado Boulder, Boulder, CO 80309 USA',\n",
       " 'Mutambara, David] Univ Zululand, Richards Bay, South Africa',\n",
       " 'Mutambara, David; Bayaga, Anass] Nelson Mandela Univ, Port Elizabeth, South Africa',\n",
       " 'Mayorova, Vera, I; Grishko, Dmitriy A.; Leonov, Victor V.] Bauman Moscow State Tech Univ, Moscow, Russia',\n",
       " 'Wu, Yufei; Koszalka, Tiffany A.] Syracuse Univ, 259 Huntington Hall, Syracuse, NY 13244 USA',\n",
       " 'Cheng, Jiaming] Texas Tech Univ, Coll Educ, Ctr Innovat eLearning, Lubbock, TX 79407 USA',\n",
       " 'Klutsch, Cornelya F. C.; Wikan, Anne; Gonzalez, Victoria; Hagen, Snorre B.] Norwegian Inst Bioecon Res, NIBIO Div Environm & Nat Resources, As, Norway',\n",
       " 'Aspholm, Paul Eric; Bjorn, Tor-Arne] Norwegian Inst Bioecon Res, NIBIO Div Forest & Forest Resources, As, Norway',\n",
       " 'Polikarpova, Natalia] Pasvik State Nat Reserve, Rayakosky, Russia',\n",
       " 'Veisblium, Olga] Kandalaksha State Nat Reserve, Kandalaksha, Russia',\n",
       " 'Gong, Hee Jung] Univ Georgia, Inst Higher Educ, Athens, GA 30602 USA',\n",
       " 'Park, Hyeri] Mokpo Natl Maritime Univ, Ctr Educ Qual Management, Mokpo, South Korea',\n",
       " 'Hagood, Thomas Chase] Univ Georgia, Div Acad Enhancement, Athens, GA 30602 USA',\n",
       " 'Apple, Michael W.] Beijing Normal Univ, Educ, Beijing, Peoples R China',\n",
       " 'Apple, Michael W.] Univ Wisconsin, Curriculum & Instruct & Educ Policy Studies, Madison, WI USA',\n",
       " 'Huang, Wen] Arizona State Univ, Engn Educ Syst & Design, Polytech Sch, Ira A Fulton Sch Engn, Mesa, AZ 85281 USA',\n",
       " 'Roscoe, Rod D.; Craig, Scotty D.] Arizona State Univ, Polytech Sch, Human Syst Engn, Ira A Fulton Sch Engn, Mesa, AZ USA',\n",
       " 'Johnson-Glenberg, Mina C.] Arizona State Univ, Dept Psychol, Tempe, AZ 85287 USA',\n",
       " 'Stiemsma, Leah T.; Davis, Stephen D.; Brewster, Jay L.] Pepperdine Univ, Div Nat Sci, Malibu, CA 90265 USA',\n",
       " 'Sabat, Mira] Univ Balamand, Dept Math, El Koura, Lebanon',\n",
       " 'Abdel-Massih, Roula M.] Univ Balamand, Dept Biol, El Koura, Lebanon',\n",
       " 'Kanaan, Amjad] Univ Balamand, Biomed Sci, El Koura, Lebanon',\n",
       " 'Salloum, Sara] Univ Balamand, Dept Educ, El Koura, Lebanon',\n",
       " 'Serhan, Mireille] Univ Balamand, Dept Nutr Sci, El Koura, Lebanon',\n",
       " 'Fares, Roula] Univ Balamand, Issam Fares Fac Technol, El Koura, Lebanon',\n",
       " 'Haddad, Nicolas] Univ Balamand, Dept Comp Engn, El Koura, Lebanon',\n",
       " 'Melki, Antoine] Univ Balamand, Dept Comp Sci, El Koura, Lebanon',\n",
       " 'Nguyen, Andrew V.; Orlofsky, Amos; Pubill, Kaylynn; Tawde, Mangala; Li, Gaozhen; Mata, Diana; Bermudes, Oscar; Fernandez, Miguel; Santana, Jonathan; Kim, Woochul; Chimbay, Enzon; Kim, Yeeun; Nguyen, Trieu; Fox, Malcolm] CUNY, Queensborough Community Coll, Dept Biol Sci & Geol, Bayside, NY 11364 USA',\n",
       " 'Eralte, Janelly] Mercy Coll, Dept Nat Sci, Dobbs Ferry, NY 10522 USA',\n",
       " 'Metz, Molly; Smyth, Davida S.] New Sch, Eugene Lang Coll Liberal Arts, Dept Nat Sci & Math, New York, NY USA',\n",
       " 'Panzeca, Caterina] SUNY Maritime Coll, Dept Sci, New York, NY USA',\n",
       " 'Khan, Mazhar I.] Coll Agr Hlth & Nat Resources, Dept Pathobiol & Vet Sci, Storrs, CT USA',\n",
       " 'Olson, Joann S.] Univ Houston Victoria, Adult & Higher Educ, Victoria, TX 77901 USA',\n",
       " 'Nayar-Bhalerao, Sneha] Univ Houston Victoria, Counselor Educ, Victoria, TX USA',\n",
       " 'Borman, Lisa; Strimel, Greg J.; Krause, Liesl] Purdue Univ, W Lafayette, IN 47907 USA',\n",
       " 'Rushton, Elizabeth A. C.; King, Heather] Kings Coll London, Sch Educ Commun & Soc, Waterloo Bridge Wing,Franklin Wilkins Bldg, London SE1 9HN, England',\n",
       " 'Li, Yeping] Texas A&M Univ, College Stn, TX 77843 USA',\n",
       " 'Diaz, Noemi V. Mendoza; Barhate, Bhagyashree; Johnston, Austin; Jabarkhail, Sami] Texas A&M Univ, Dept Educ Adm & Human Resources, College Stn, TX 77843 USA',\n",
       " 'Chung, Chih-Chao] Natl Pingtung Univ Sci & Technol, Gen Res Serv Ctr, Pingtung 91201, Taiwan',\n",
       " 'Huang, Shu-Lan] Pingtung Cty Ping Rong High Sch, Dept Comp Sci, Pingtung 90052, Taiwan',\n",
       " 'Cheng, Yuh-Ming] SHU TE Univ, Dept Comp Sci & Informat Engn, Kaohsiung 82445, Taiwan',\n",
       " 'Lou, Shi-Jer] Natl Pingtung Univ Sci & Technol, Grad Inst Technol & Vocat Educ, Pingtung 91201, Taiwan',\n",
       " 'Hockicko, Peter; Tarjanyiova, Gabriela] Univ Zilina, Fac Elect Engn & Informat Technol, Zilina, Slovakia; 0',\n",
       " 'Manh-Toan Ho; Viet-Phuong La; Minh-Hoang Nguyen; Quan-Hoang Vuong] Phenikaa Univ, Ctr Interdisciplinary Social Res, Yen Nghia Ward, Hanoi 100803, Vietnam',\n",
       " 'Manh-Toan Ho; Viet-Phuong La; Minh-Hoang Nguyen; Ha-My Vuong] Vuong & Associates, AI Social Data Lab, Hanoi 100000, Vietnam',\n",
       " 'Thanh-Hang Pham] Hanoi Univ, Fac Management & Tourism, Hanoi 100803, Vietnam',\n",
       " 'Thanh-Hang Pham; Anh-Duc Hoang] RMIT Vietnam Univ, Sch Business & Management, Hanoi 100000, Vietnam',\n",
       " 'Thu-Trang Vuong] Sci Po Paris, 27 Rue St Guillaume, F-75007 Paris, France',\n",
       " 'Hung-Hiep Pham] Phu Xuan Univ, Ctr Res & Practice Educ, Hue 49000, Vietnam',\n",
       " 'Hung-Hiep Pham; Anh-Duc Hoang] EdLab Asia Educ Res & Dev Ctr, Hanoi 100000, Vietnam',\n",
       " 'Tam, Hau-lin; Chan, Angus Yuk-fung; Lai, Oscar Long-hin] City Univ Hong Kong, Dept Social & Behav Sci, Hong Kong, Peoples R China',\n",
       " 'Valovicova, Lubomira; Ondruska, Jan; Zelenicky, Lubomir] Constantine Philosopher Univ Nitra, Fac Nat Sci, Dept Phys, Tr A Hlinku 1, Nitra 94974, Slovakia',\n",
       " 'Chytry, Vlastimil] Univ JE Purkyne, Fac Educ, Dept Presch & Primary Educ, Usti Nad Labem 40001, Czech Republic',\n",
       " 'Medova, Janka] Constantine Philosopher Univ Nitra, Fac Nat Sci, Dept Math, Tr A Hlinku 1, Nitra 94974, Slovakia',\n",
       " 'Bassachs, Marcel] Univ Girona, Dept Pedag, Girona 17004, Spain',\n",
       " 'Canabate, Dolors; Nogue, Lluis] Univ Girona, Dept Specif Didact, Girona 17004, Spain',\n",
       " 'Canabate, Dolors; Nogue, Lluis; Colomer, Jordi] Univ Girona, Inst Sci Educ, Teaching Innovat Networks Reflect & Cooperat Lear, Girona 17003, Spain',\n",
       " 'Serra, Teresa; Colomer, Jordi] Univ Girona, Dept Phys, Girona 17003, Spain',\n",
       " 'Bubnys, Remigijus] Siauliai Univ, Inst Educ, 25 Visinskio St, LT-76351 Shiauliai, Lithuania',\n",
       " 'Gopal, K.; Salim, N. R.; Ayub, A. F. M.] Univ Putra Malaysia, Inst Math Res, Seri Kembangan, Malaysia',\n",
       " 'Ayub, A. F. M.] Univ Putra Malaysia, Fac Educ Studies, Seri Kembangan, Malaysia; Aggie STEM, College Stn, TX USA; Texas A&M Univ, College Stn, TX USA',\n",
       " 'Ingram, Erin] Univ Nebraska, Inst Agr & Nat Resources Sci Literacy Initiat, Lincoln, NE 68583 USA',\n",
       " 'Keshwani, Jenny] Univ Nebraska, Dept Biol Syst Engn, Lincoln, NE 68583 USA',\n",
       " 'Hempel, Byron; Blowers, Paul] Univ Arizona, Chem & Environm Engn, Tucson, AZ 85721 USA',\n",
       " 'Kiehlbaugh, Kasi] Univ Arizona, Coll Engn, Tucson, AZ 85721 USA',\n",
       " 'Ralls, Deborah; Bianchi, Lynne] Univ Manchester, Fac Sci & Engn, Sci & Engn Educ Res & Innovat Hub, Manchester M13 9PL, Lancs, England',\n",
       " 'Choudry, Sophina] Univ Manchester, Manchester Inst Educ, Manchester M13 9PL, Lancs, England',\n",
       " 'Anderson Quarderer, Nathan; McDermott, Mark A.] Univ Iowa, Iowa City, IA 52242 USA',\n",
       " 'Li, Shan; Zheng, Juan] McGill Univ, Dept Educ & Counselling Psychol, Montreal, PQ H3A 1Y2, Canada',\n",
       " 'Du, Hanxiang; Xing, Wanli] Univ Florida, Coll Educ, Sch Teaching & Learning, Gainesville, FL 32611 USA',\n",
       " 'Chen, Guanhua] Concord Consortium, Concord, MA 01742 USA',\n",
       " 'Xie, Charles] Inst Future Intelligence, Natick, MA 01760 USA',\n",
       " 'Pagano, Lauren C.; Haden, Catherine A.] Loyola Univ, Dept Psychol, Chicago, IL 60660 USA',\n",
       " 'Uttal, David H.] Northwestern Univ, Dept Psychol, Evanston, IL 60208 USA',\n",
       " 'Tomblin, David; Mogul, Nicole] Univ Maryland, Coll Pk Scholars Sci Technol & Soc Program, College Pk, MD 20742 USA',\n",
       " 'Smith, Dorothy V.] Univ New England, Sch Educ, Dept STEM Educ, Armidale, NSW 2351, Australia',\n",
       " 'Wen, Yun] Nanyang Technol Univ, Natl Inst Educ, Singapore, Singapore',\n",
       " 'Blustein, David L.; Erby, Whitney; Meerkins, Tera; Soldz, Isaac; Ezema, Gabriel Nnamdi] Boston Coll, Dept Counseling Dev & Educ Psychol, Campion 315, Chestnut Hill, MA 02467 USA',\n",
       " 'King, Hunter C.; Lewis, Heather L. J.; Payan, Julio; Fischer, Aaron J.] Univ Utah, 1238 E Fenway Ave,Unit 2, Salt Lake City, UT 84102 USA',\n",
       " 'Bella, Zachary] Univ Wisconsin, Milwaukee, WI 53201 USA',\n",
       " 'Juskeviciene, Anita; Stupuriene, Gabriele; Jevsikova, Tatjana] Vilnius Univ, Inst Data Sci & Digital Technol, Akad Str 4, LT-08412 Vilnius, Lithuania',\n",
       " 'Rodriguez, Alberto J.; Shim, Soo Won] Purdue Univ, Coll Educ, Dept Curriculum & Instruct, 100 N Univ St, W Lafayette, IN 47907 USA',\n",
       " \"O'Hara, Robert M.] Clemson Univ, Dept Educ & Human Dev, 101 Gantt Cr, Clemson, SC 29631 USA\",\n",
       " 'Song, Huan] Beijing Normal Univ, Inst Teacher Educ, Beijing, Peoples R China',\n",
       " 'Zhou, Mingming] Univ Macau, Fac Educ, Av Univ, Taipa, Macao, Peoples R China',\n",
       " 'Chow, Stephen Cheuk Fai; So, Winnie Wing Mui] Educ Univ Hong Kong, Dept Sci & Environm Studies, Hong Kong, Peoples R China',\n",
       " 'Chow, Stephen Cheuk Fai] Educ Univ Hong Kong, Ctr Educ Environm Sustainabil, Hong Kong, Peoples R China',\n",
       " 'Gonzalez-Nieto, Noe Abraham; Ching-Chiang, Lay-Wah Carolina; Fernandez-Cardenas, Juan Manuel; Reynaga-Pena, Cristina G.; Santamaria-Cid-de-Leon, David] Tecnol Monterrey, Escuela Humanidades & Educ, Ave Eugenio Garza Sada 2501, Monterrey 64849, Nuevo Leon, Mexico',\n",
       " 'Diaz-de-Leon-Lastras, Alejandra; Cortes Capetillo, Azael Jesus] Tecnol Monterrey, Escuela Ingn & Ciencias, Ave Eugenio Garza Sada 2501, Monterrey 64849, Nuevo Leon, Mexico; 0',\n",
       " 'Wolf, Vanessa; Hsiao, Valerie; Min, Ashley; Ashcroft, Jared] Pasadena City Coll, Pasadena, CA 91106 USA',\n",
       " 'Rodriguez, Brandon] NASA Educ, Jet Prop Lab, Pasadena, CA USA',\n",
       " 'Mayorga, Jill] Aspire Pacific Acad, Huntington Pk, CA USA',\n",
       " 'Anderson, Ashlyn E.] Univ Alabama Birmingham, Dept Cell Dev & Integrat Biol, Birmingham, AL USA',\n",
       " 'Justement, Louis B.; Bruns, Heather A.] Univ Alabama Birmingham, Dept Microbiol, 845 19th St South,BBRB 273B, Birmingham, AL 35294 USA',\n",
       " 'Wannapiroon, Naphong; Petsangsri, Sirirat] King Mongkuts Inst Technol Ladkrabang, Bangkok, Thailand',\n",
       " 'Nurtanto, Muhammad] Univ Sultan Ageng Tirtayasa, Dept Mech Engn Educ, Jl Raya Jakarta Km 4, Banten, Indonesia',\n",
       " 'Sudira, Putu] Yogyakarta State Univ, Grad Sch, Tech & Vocat Educ, Jl Colombo 1, Yogyakarta, Indonesia',\n",
       " 'Kholifah, Nur] Yogyakarta State Univ, Dept Culinary & Fash Educ, Jl Colombo 1, Yogyakarta, Indonesia',\n",
       " 'Samsudin, Achmad] Univ Pendidikan Indonesia, Dept Phys Educ, Jl Dr Setiabudi 229, Kota Bandung 40154, Jawa Barat, Indonesia',\n",
       " 'Warju, Warju] Univ Negeri Surabaya, Fac Engn, Dept Mech Engn, Jl Ketintang, Surabaya 60213, Indonesia',\n",
       " 'Nguyen Thi Thu Thuy] Pham Dong Univ, Dept Phys Educ, Fac Sci Educ, Quangngai, Vietnam',\n",
       " 'Nguyen Van Bien; Duong Xuan Quy] Hanoi Natl Univ Educ, Fac Phys, Dept Phys Educ, Hanoi, Vietnam',\n",
       " 'Sulaeman, Nurul Fitriyah] Mulawarman Univ, Fac Teacher Training & Educ, Dept Phys Educ, Samarinda, Indonesia',\n",
       " 'Putra, Pramudya Dwi Aristya] Jember Univ, Fac Teacher Training & Educ, Dept Sci Educ, Jember, Indonesia',\n",
       " 'Mineta, Ippei; Hakamada, Hiroki] Shizuoka Univ, Grad Sch Educ, Dept Sci Educ, Shizuoka, Japan',\n",
       " 'Takahashi, Masahiro; Ide, Yuhsuke] Shizuoka Fuzoku Jr High Sch, Shizuoka, Japan',\n",
       " 'Kumano, Yoshisuke] Shizuoka Univ, Grad Sch Sci Informat & Technol, Dept Sci Educ, Shizuoka, Japan',\n",
       " ...]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# B-1 用英文 \"; [ \" 拆分,生成list_split列表，每一个句子将成为列表中独立的元素\n",
    "list_split =phrase.split('; [')\n",
    "list_split"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Q3 20分 易\n",
    "\n",
    "-------------\n",
    "* 筛选作者所有地址列表info中出现China的内容，组成新的列表(20分)\n",
    "* 答案示例：\n",
    "```\n",
    "USA_list: \n",
    "['[Freeman, Scott; Eddy, Sarah L.; McDonough, Miles; Okoroafor, Nnadozie; Jordt, Hannah; Wenderoth, Mary Pat] Univ Washington, Dept Biol, Seattle, WA 98195 USA; [Smith, Michelle K.] Univ Maine, Sch Biol & Ecol, Orono, ME 04469 USA',\n",
    " '[Henderson, Charles] Western Michigan Univ, Dept Phys, Kalamazoo, MI 49008 USA; [Henderson, Charles] Western Michigan Univ, Mallinson Inst Sci Educ, Kalamazoo, MI 49008 USA; [Finkelstein, Noah] Univ Colorado, Dept Phys, Boulder, CO 80309 USA',...\n",
    "```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['[Han, Xueying; Stocking, Galen; Gebbie, Matthew A.; Appelbaum, Richard P.] Univ Calif Santa Barbara, Ctr Nanotechnol Soc, Santa Barbara, CA 93106 USA; [Stocking, Galen] Univ Calif Santa Barbara, Dept Polit Sci, Santa Barbara, CA 93106 USA; [Gebbie, Matthew A.] Univ Calif Santa Barbara, Dept Mat, Santa Barbara, CA 93106 USA; [Appelbaum, Richard P.] Univ Calif Santa Barbara, Global & Int Studies, Santa Barbara, CA 93106 USA',\n",
       " '[De Castell, Suzanne] Univ Ontario, Inst Technol, Fac Educ, 11 Simcoe St N, Oshawa, ON L1H 7L7, Canada; [Larios, Hector] Simon Fraser Univ, Sch Interact Arts Technol, Surrey, BC V3T 0A3, Canada; [Jenson, Jennifer] York Univ, Toronto, ON M3J 1P3, Canada; [Smith, David Harris] McMaster Univ, Hamilton, ON L8S 4L8, Canada',\n",
       " 'US Govt Accountabil Off, Washington, DC 20548 USA',\n",
       " '[Cira, Nate J.; Chung, Alice M.; Denisin, Aleksandra K.; Rensi, Stefano; Sanchez, Gabriel N.; Quake, Stephen R.; Riedel-Kruse, Ingmar H.] Stanford Univ, Dept Bioengn, Stanford, CA 94305 USA',\n",
       " '[Komoroske, Lisa M.] NOAA, Southwest Fisheries Sci Ctr, Washington, DC 20230 USA; [Hameed, Sarah O.] Univ Calif Davis, Davis Bodega Marine Lab, Grad Grp Ecol, Davis, CA USA; [Szoboszlai, Amber I.] Farallon Inst Adv Ecosyst Res, Petaluma, CA USA; [Newsom, Amanda J.] Washington Dept Fish & Game, Washington, DC USA; [Williams, Susan L.] Univ Calif Davis, CAMEOS, Bodega Marine Lab, Davis, CA 95616 USA; [Williams, Susan L.] Univ Calif Davis, Bodega Marine Lab, Dept Ecol & Evolut, Davis, CA USA',\n",
       " '[Bystydzienski, Jill M.] Ohio State Univ, Dept Womens Gender & Sexual Studies, Columbus, OH 43210 USA; [Eisenhart, Margaret] Univ Colorado Boulder, Sch Educ, Boulder, CO USA; [Bruning, Monica] Univ Minnesota Duluth, Dept Acad Affairs, Duluth, MN USA',\n",
       " '[Lamb, Richard; Akmal, Tariq; Petrie, Kaylan] Washington State Univ, Dept Teaching & Learning, Pullman, WA 99164 USA',\n",
       " '[Su, Rong] Purdue Univ, Dept Psychol Sci, W Lafayette, IN 47907 USA; [Rounds, James] Univ Illinois, Dept Educ Psychol & Psychol, Champaign, IL USA',\n",
       " '[Miller, David I.] Northwestern Univ, Dept Psychol, Evanston, IL 60208 USA; [Wai, Jonathan] Duke Univ, Talent Identificat Program, Durham, NC USA',\n",
       " 'Univ N Dakota, Dept Space Studies, Grand Forks, ND 58202 USA',\n",
       " '[Adedokun, Omolola A.; Liu, Jia; Parker, Loran Carleton; Burgess, Wilella] Purdue Univ, Discovery Learning Res Ctr, W Lafayette, IN 47907 USA',\n",
       " 'Arizona State Univ, Tempe, AZ 85287 USA',\n",
       " '[Han, Sunyoung] Sungkyunkwan Univ, Seoul, South Korea; [Yalvac, Bugrahan; Capraro, Mary M.; Capraro, Robert M.] Texas A&M Univ, College Stn, TX 77843 USA; [Capraro, Mary M.; Capraro, Robert M.] Aggie STEM, College Stn, TX USA',\n",
       " '[Rozek, Christopher S.; Hyde, Janet S.; Svoboda, Ryan C.; Harackiewicz, Judith M.] Univ Wisconsin, Dept Psychol, Madison, WI 53706 USA; [Hulleman, Chris S.] Univ Virginia, Ctr Adv Study Teaching & Learning, Charlottesville, VA 22903 USA',\n",
       " '[Milner, Andrea R.] Adrian Coll, Adrian, MI 49221 USA',\n",
       " '[Hieb, Jeffrey L.; Ralston, Patricia A. S.] Univ Louisville, Dept Engn Fundamentals, Louisville, KY 40292 USA; [Lyle, Keith B.; Chariker, Julia] Univ Louisville, Dept Psychol & Brain Sci, Louisville, KY 40292 USA',\n",
       " '[Pietsch, Renee B.; Schmale, David G., III] Virginia Tech, Dept Plant Pathol Physiol & Weed Sci, Blacksburg, VA 24061 USA; [Bohland, Cynthia L.] Roanoke Valley Governors Sch Sci & Technol, Roanoke, VA USA',\n",
       " '[Chang, Shu-Hsuan; Ku, Ai-Chiao; Wu, Tsung-Chih] Natl Changhua Univ Educ, Dept Ind Educ & Technol, Changhua 500, Taiwan; [Yu, Li-Chih] Natl Chengchi Univ, Dept Management Informat Syst, 64 Chihnan Rd,Sec 2 Wenshan, Taipei 11623, Taiwan; [Kuo, Bor-Chen] Natl Taichung Univ Educ, Grad Inst Educ Measurement & Stat, Taichung, Taiwan',\n",
       " '[Whannell, Robert; Tobias, Stephan] Univ New England, Armidale, NSW 2351, Australia',\n",
       " '[de la Torre Cantero, Jorge; Luis Saorin, Jose] Univ La Laguna, Engn Graph Area, Tenerife 38204, Islas Canarias, Spain; [Melian, Damari; Meier, Cecile] La Laguna Univ ULL, Fac Educ, San Cristobal la Laguna, Spain',\n",
       " '[Huang, Po-Hsin; Chiu, Ming-Chuan; Hwang, Sheue-Ling] Natl Tsing Hua Univ, Dept Ind Engn & Engn Management, Hsinchu 30013, Taiwan; [Wang, Jan-Li] Natl Appl Res Labs, Natl Ctr High Performance Comp, Hsinchu 30076, Taiwan',\n",
       " '[Rogers, Michael] Ithaca Coll, Dept Phys, Ithaca, NY 14850 USA; [Pfaff, Thomas] Ithaca Coll, Dept Math, Ithaca, NY 14850 USA; [Hamilton, Jason] Ithaca Coll, Dept Environm Studies & Sci, Ithaca, NY 14850 USA; [Erkan, Ali] Ithaca Coll, Dept Comp Sci, Ithaca, NY 14850 USA',\n",
       " '[Shahali, Edy Hafizan Mohd; Halim, Lilia; Rasul, Sattar; Osman, Kamisah; Ikhsan, Zanaton; Rahim, Faszly] Univ Kebangsaan Malaysia, Bangi 43600, Malaysia',\n",
       " '[Belland, Brian R.; Walker, Andrew E.; Olsen, Megan Whitney] Utah State Univ, Dept Instruct Technol & Learning Sci, Logan, UT 84322 USA; [Leary, Heather] Univ Colorado, Inst Cognit Sci, Boulder, CO 80309 USA',\n",
       " '[Xie, Yu; Fang, Michael] Univ Michigan, Dept Sociol, Ann Arbor, MI 48106 USA; [Shauman, Kimberlee] Univ Calif Davis, Dept Sociol, Davis, CA 95616 USA',\n",
       " '[Hudson, Peter; English, Lyn D.; Dawes, Les; King, Donna] Queensland Univ Technol, Brisbane, Qld 4001, Australia; [Baker, Steve] Anglican Day Sch, Corinda, Qld, Australia',\n",
       " '[Goldfien, Andrea C.; Badway, Norena Norton] NSF ATE Targeted Res Tech Educ, 102 Amelia Way, Novato, CA 94949 USA',\n",
       " '[Thomas, Ally S.; Everson, Howard T.] CUNY, Grad Ctr, New York, NY 10021 USA; [Bonner, Sarah M.; Somers, Jennifer A.] CUNY, Hunter Coll, New York, NY 10021 USA',\n",
       " '[Karahan, Engin] Eskisehir Osmangazi Univ, Eskisehir, Turkey; [Canbazoglu Bilici, Sedef] Aksaray Univ, Aksaray, Turkey; [Unal, Aycin] Ciftlik Middle Sch, Samsun, Turkey',\n",
       " '[Erdogan, Niyazi] Balikesir Univ, Balikesir, Turkey; [Stuessy, Carol L.] Texas A&M Univ, College Stn, TX 77843 USA',\n",
       " '[Bursztyn, Natalie; Pederson, Joel; Walker, Andrew] Utah State Univ, Logan, UT 84322 USA; [Shelton, Brett] Boise State Univ, Boise, ID 83725 USA; [Campbell, Todd] Univ Connecticut, Storrs, CT 06269 USA',\n",
       " '[Vate-U-Lan, Poonsri] Assumption Univ, Grad Sch eLearning, ELearning Methodol Program, Bangkok, Thailand',\n",
       " '[Bagiati, Aikaterini] MIT, MIT SUTD Collaborat Off, 77 Massachusetts Ave, Cambridge, MA 02139 USA; [Yoon, So Yoon] Texas A&M Univ, Texas A&M Engn Expt Stn, College Stn, TX 77843 USA; [Evangelou, Demetra] Democritus Univ, Dept Educ Sci Early Childhood, Alexandroupolis 69100, Greece; [Magana, Alejandra] Purdue Univ, Comp & Informat Technol Dept, W Lafayette, IN 47907 USA; [Kaloustian, Garene] Lebanese Amer Univ, Dept Educ, Beirut, Lebanon; [Zhu, Jiabin] Shanghai Jiao Tong Univ, Grad Sch Educ, Shanghai, Peoples R China',\n",
       " '[English, Lyn D.; King, Donna T.] Queensland Univ Technol, Fac Educ, Victoria Pk Rd, Brisbane, Qld 4059, Australia',\n",
       " '[Li, S.; Ernst, J. V.] Virginia Tech, Sch Educ, Integrat STEM Educ, 366 Smyth Hall, Blacksburg, VA 24061 USA; [Williams, T. O.] Virginia Tech, Sch Educ, Special Educ, Blacksburg, VA 24061 USA',\n",
       " '[Mulqueeny, Kevin; Kostyuk, Victor] Reasoning Mind, 2000 Bering Dr,Suite 300, Houston, TX 77057 USA; [Baker, Ryan S.; Ocumpaugh, Jaclyn] Columbia Univ Teachers Coll, New York, NY 10027 USA',\n",
       " '[Lee, Youjung; Bronstein, Laura] SUNY Binghamton, Coll Community & Publ Affairs, Binghamton, NY 13902 USA; [Anderson, Elizabeth] SUNY Binghamton, Grad Sch Educ, Binghamton, NY 13902 USA',\n",
       " '[Dutta, Alo; Kundu, Madan] Southern Univ Baton Rouge, Baton Rouge, LA 70813 USA; [Kang, Hyun-Ju; Kaya, Cahit; Benton, Susan Flowers; Sharp, Seneca Edward; Chan, Fong] Univ Wisconsin, Madison, WI 53706 USA; [Cardoso, Elizabeth da Silva] CUNY Hunter Coll, New York, NY 10003 USA',\n",
       " 'China',\n",
       " '[Anderson, Margery K.; Tenenbaum, Laura S.; Ramadorai, Swati B.; Yourick, Debra L.] Walter Reed Army Inst Res, 503 Robert Grant Ave Rm 1A22, Silver Spring, MD 20910 USA; [Tenenbaum, Laura S.] Walter Reed Army Inst Res, Sch Psychol, Silver Spring, MD 20910 USA; [Ramadorai, Swati B.] Walter Reed Army Inst Res, Educ Outreach, Silver Spring, MD 20910 USA; [Yourick, Debra L.] Walter Reed Army Inst Res, Sci Educ & Strateg Commun, Silver Spring, MD 20910 USA',\n",
       " '[Cook, G.] Oklahoma State Univ, Ctr Hlth Sci, Anat Cell Biol, Tulsa, OK 74106 USA',\n",
       " '[Arrieta, Diane] Florida Atlantic Univ, Jupiter, FL 33458 USA; [Kern, Jacqueline] Palm Beach State Coll, Palm Beach Gardens, FL 33410 USA',\n",
       " '[Borowczak, Mike] Erebus Labs, POB 1554, Laramie, WY 82073 USA',\n",
       " '[Poland, Susan] George Mason Univ, 4400 Univ Dr,MS4D1, Fairfax, VA 22036 USA; [Plevyak, Linda] Univ Cincinnati, Cincinnati, OH 45220 USA',\n",
       " '[Howe, Christine; Luthman, Stefanie; Ruthven, Kenneth; Mercer, Neil; Hofmann, Riikka; Ilie, Sonia; Guardia, Paula] Univ Cambridge, Fac Educ, Cambridge, England',\n",
       " '[Wasserman, Nicholas H.] Columbia Univ, Teachers Coll, New York, NY 10027 USA; [Wasserman, Nicholas H.] Columbia Univ, Teachers Coll, New York, NY 10027 USA; [Rossi, Dara] Southern Methodist Univ, Dallas, TX 75275 USA',\n",
       " '[Gonzales, A. N.; Van Tuyl, L.; Martinez, B.; Baluch, D. P.] Arizona State Univ, Sch Life Sci, Tempe, AZ USA; [Hasper, E.; Windhorst, R. A.] Arizona State Univ, Sch Space & Earth Explorat, Tempe, AZ USA; [Hedgpeth, T.] Arizona State Univ, Disabil Resource Ctr, Tempe, AZ USA',\n",
       " '[Byars-Winston, Angela] Univ Wisconsin, Dept Med, Madison, WI 53715 USA',\n",
       " 'Colorado State Univ, Dept Microbiol Immunol & Pathol, Ft Collins, CO 80523 USA',\n",
       " '[Micari, Marina] Northwestern Univ, Evanston, IL 60208 USA; [Pazos, Pilar] Old Dominion Univ, Norfolk, VA 23529 USA',\n",
       " '[Dabney, Katherine P.] Virginia Commonwealth Univ, Dept Teaching & Learning, Richmond, VA 23284 USA; [Tai, Robert H.] Univ Virginia, Curry Sch Educ, Charlottesville, VA 22904 USA',\n",
       " '[Fakayode, Sayo O.] N Carolina Agr & Tech State Univ, Dept Chem, Greensboro, NC 27411 USA; [Pollard, David A.] Winston Salem State Univ, Dept Chem, Winston Salem, NC 27110 USA; [Snipes, Vincent T.] Winston Salem State Univ, Dept Math, Winston Salem, NC 27110 USA; [Atkinson, Alvin] Winston Salem State Univ, Ctr Community Safety, Winston Salem, NC 27110 USA',\n",
       " '[Rushton, Gregory T.; Polizzi, Samuel J.] Kennesaw State Univ, Kennesaw, GA 30144 USA; [Ray, Herman E.] Kennesaw State Univ, Dept Stat & Analyt Sci, Kennesaw, GA 30144 USA; [Criswell, Brett A.] Univ Kentucky, Lexington, KY 40509 USA; [Bearss, Clyde J.; Levelsmier, Nicholas; Chhita, Himanshu] Kennesaw State Univ, Dept Math & Stat, Kennesaw, GA 30144 USA; [Kirchhoff, Mary] Amer Chem Soc, Washington, DC 20036 USA',\n",
       " 'Bayer Corp, Pittsburgh, PA 15205 USA',\n",
       " '[Evans, Michael A.] Virginia Tech, Dept Learning Sci & Technol, Blacksburg, VA 24061 USA; [Lopez, Megan; Duke, Rebekah] Virginia Tech, Dept Psychol, Blacksburg, VA 24061 USA; [Maddox, Donna] Virginia Tech, Dept Chem Engn, Blacksburg, VA 24061 USA; [Drape, Tiffany] Virginia Tech, Off Educ Res & Outreach, Blacksburg, VA 24061 USA',\n",
       " '[Winters, John V.] Oklahoma State Univ, Stillwater, OK 74078 USA; [Winters, John V.] IZA, Bonn, Germany',\n",
       " 'Claremont Grad Univ, Claremont, CA 91711 USA',\n",
       " '[Berk, Louis J.] Univ Massachusetts, Sch Med, Worcester, MA USA; [Muret-Wagstaff, Sharon L.; Oriol, Nancy E.] Beth Israel Deaconess Med Ctr, Dept Anesthesia Crit Care & Pain Med, Boston, MA 02215 USA; [Muret-Wagstaff, Sharon L.; Oriol, Nancy E.] Harvard Univ, Sch Med, Dept Anaesthesia, Boston, MA 02115 USA; [Goyal, Riya] Hofstra Univ, Hofstra North Shore LIJ Sch Med, Hempstead, NY 11550 USA; [Joyal, Julie A.] Harvard Univ, Sch Med, HMS MEDsci, Boston, MA 02115 USA; [Gordon, James A.] Massachusetts Gen Hosp, MGH Learning Lab, Dept Emergency Med, Boston, MA 02114 USA; [Gordon, James A.] Massachusetts Gen Hosp, Div Med Simulat, Dept Emergency Med, Boston, MA 02114 USA; [Gordon, James A.; Oriol, Nancy E.] Harvard Univ, Sch Med, Gilbert Program Med Simulat, Boston, MA 02115 USA; [Faux, Russell] Davis Sq Res Associates, Somerville, NJ USA',\n",
       " '[Cole, Renee; Stanford, Courtney] Univ Iowa, Dept Chem, Iowa City, IA 52242 USA; [Khatri, Raina; Henderson, Charles] Western Michigan Univ, Kalamazoo, MI 49008 USA; [Froyd, Jeff] Texas A&M Univ, College Stn, TX 77843 USA',\n",
       " '[Deards, Kiyomi D.] Univ Nebraska, Dept Res & Instruct Serv, Lincoln, NE 68506 USA; [Burks, Raychelle] Doanne Coll, Dept Chem, Crete, NE 68333 USA',\n",
       " '[Warner, Isiah M.; Crawford, Melissa; Wilson, Zakiya; Wright, Ashleigh; Thomas, Gloria] Louisiana State Univ, Off Strateg Initiat, Baton Rouge, LA 70803 USA; [Pang, Su-Seng; Li, Guoqiang] Louisiana State Univ, Dept Mech & Ind Engn, Baton Rouge, LA 70803 USA',\n",
       " '[Gulwani, Sumit] Microsoft Res, Redmond, WA 98052 USA; [Gulwani, Sumit] Indian Inst Technol, Dept Comp Sci & Engn, Kanpur 208016, Uttar Pradesh, India; [Gulwani, Sumit] Univ Washington, Dept Comp Sci & Engn, Seattle, WA 98195 USA',\n",
       " '[Supalo, Cary A.; Larrick, Carleigh G.] Illinois State Univ, Dept Chem, Normal, IL 61790 USA; [Hill, April A.] Metropolitan State Univ Denver, Dept Chem, Denver, CO 80217 USA',\n",
       " 'China',\n",
       " 'Jerusalem Coll, IL-91160 Jerusalem, Israel',\n",
       " 'China',\n",
       " 'Univ Arizona, Dept Chem & Biochem, Tucson, AZ 85721 USA',\n",
       " 'Penn State Univ, Behrend Coll, Erie, PA 16563 USA',\n",
       " 'China',\n",
       " '[Bragg, Debra D.] Univ Illinois, Off Community Coll Res & Leadership, Dept Educ Policy Org & Leadership, Champaign, IL 61820 USA; [Taylor, Jason L.] Univ Illinois, Off Community Coll Res & Leadership, Champaign, IL 61820 USA',\n",
       " '[Allen-Ramdial, Stacy-Ann A.] Brown Univ, Providence, RI 02912 USA; [Campbell, Andrew G.] Brown Univ, Dept Mol Microbiol & Immunol, Providence, RI 02912 USA; [Campbell, Andrew G.] Initiat Maximize Student Dev Program, Berkeley, CA USA',\n",
       " '[Cohen, Cheryl A.; Hegarty, Mary] Univ Calif Santa Barbara, Santa Barbara, CA 93106 USA',\n",
       " '[Lin, Peng-Chun] Chinese Culture Univ, Grad Inst Informat Management, Taipei, Taiwan; [Lin, Peng-Chun] Natl Taiwan Normal Univ, Grad Inst Informat & Comp Educ, Taipei, Taiwan; [Hou, Huei-Tse] Natl Taiwan Univ Sci & Technol, Grad Inst Appl Sci & Technol, Taipei, Taiwan; [Wu, Sheng-Yi] Univ Kang Ning, Dept Informat Commun, Tainan, Taiwan; [Chang, Kuo-En] Natl Taiwan Normal Univ, Grad Inst Informat & Comp Educ, Taipei, Taiwan',\n",
       " '[Chen, Chien-fei] Univ Tennessee, NSF DOE Engn Res Ctr CURENT, Knoxville, TN 37996 USA; [Tomsovic, Kevin] Univ Tennessee, Dept Elect Engn & Comp Sci, Knoxville, TN 37996 USA; [Aydeniz, Mehmet] Univ Tennessee, Theory & Practice Teacher Educ, Knoxville, TN 37996 USA',\n",
       " '[Smith, Jessi L.; Huntoon, Meghan] Montana State Univ, Dept Psychol, Bozeman, MT 59717 USA; [Cech, Erin] Rice Univ, Dept Sociol, Houston, TX 77251 USA; [Metz, Anneke] So Illinois Univ, Dept Med Educ, Carbondale, IL 62901 USA; [Moyer, Christina] No Arizona Univ, Dept Psychol Sci, Flagstaff, AZ 86011 USA',\n",
       " 'China',\n",
       " '[Freeman, Scott; Eddy, Sarah L.; McDonough, Miles; Okoroafor, Nnadozie; Jordt, Hannah; Wenderoth, Mary Pat] Univ Washington, Dept Biol, Seattle, WA 98195 USA; [Smith, Michelle K.] Univ Maine, Sch Biol & Ecol, Orono, ME 04469 USA',\n",
       " '[Bahri, Nurnadiah Mohamed; Osman, Kamisah] Natl Univ Malaysia, Selangor, Malaysia; [Suryawati, Evi] Riau Univ, Jalan Patimura, Indonesia',\n",
       " '[Fadzil, Hidayah Mohd; Saat, Rohaida Mohd] Univ Malaya, Kuala Lumpur 50603, Malaysia',\n",
       " '[Meng, Chew Cheng] Univ Sains Malaysia, George Town, Malaysia; [Idris, Noraini; Eu, Leong Kwan] Univ Malaya, Kuala Lumpur, Malaysia',\n",
       " '[Osman, Kamisah] Natl Univ Malaysia, Bangi, Malaysia; [Saat, Rohaida Mohd] Univ Malaya, Kuala Lumpur, Malaysia',\n",
       " '[Jayarajah, Kamaleswaran; Saat, Rohaida Mohd; Rauf, Rose Amnah Abdul] Univ Malaya, Kuala Lumpur, Malaysia',\n",
       " '[Dickerson, Daniel L.] Old Dominion Univ, STEM Educ & Profess Studies, Norfolk, VA 23529 USA; [Eckhoff, Angela; Chappell, Shanan; Hathcock, Stephanie] Old Dominion Univ, Norfolk, VA 23529 USA; [Stewart, Craig O.] Univ Memphis, Memphis, TN 38152 USA',\n",
       " '[Cwikla, Julie] CISSTEM Ctr Integrat Studies STEM, Mobile, AL 36688 USA; [Cwikla, Julie] Univ S Alabama, Mobile, AL 36688 USA; [Milroy, Scott] Univ So Mississippi, Stennis Space Ctr, MS 39529 USA; [Reider, David] Educ Design Inc, Newtonville, MA 02460 USA',\n",
       " '[Fakayode, Sayo O.] N Carolina Agr & Tech State Univ, Dept Chem, Greensboro, NC 27411 USA; [Yakubu, Marnudu; Adeyeye, Olasumbo M.; Pollard, David A.] Winston Salem State Univ, Dept Chem, Winston Salem, NC 27110 USA; [Mohammed, Abdul K.] N Carolina Cent Univ, Dept Chem, Durham, NC 27707 USA',\n",
       " '[Lester, James C.; Spires, Hiller A.; Nietfeld, John L.; Minogue, James; Mott, Bradford W.; Lobene, Eleni V.] N Carolina State Univ, Raleigh, NC 27695 USA',\n",
       " '[Janelle, Donald G.; Hegarty, Mary] Univ Calif Santa Barbara, Santa Barbara, CA 93106 USA; [Newcombe, Nora S.] Temple Univ, Philadelphia, PA 19122 USA',\n",
       " '[Besterfield-Sacre, Mary] Univ Pittsburgh, Pittsburgh, PA 15261 USA; [Cox, Monica F.; Beddoes, Kacey] Purdue Univ, Sch Engn Educ, W Lafayette, IN 47907 USA; [Borrego, Maura] Virginia Tech, Engn Educ Dept, Blacksburg, VA 24061 USA; [Zhu, Jiabin] Shanghai Jiao Tong Univ, Grad Sch Educ, Shanghai 200240, Peoples R China',\n",
       " '[Borrego, Maura] Virginia Tech, Grad Sch, Blacksburg, VA 24061 USA; [Borrego, Maura] Virginia Tech, Blacksburg, VA 24061 USA; [Henderson, Charles] Western Michigan Univ, Dept Phys, Kalamazoo, MI 49008 USA; [Henderson, Charles] Western Michigan Univ, Mallinson Inst Sci Educ, Kalamazoo, MI 49008 USA',\n",
       " '[Vercellotti, Sharon; Vercellotti, John] V LABS INC, Covington, LA 70433 USA',\n",
       " '[Fakayode, Sayo O.] N Carolina Agr & Tech State Univ, Dept Chem, Greensboro, NC 27411 USA; [Pollard, David A.; Snipes, Vincent T.; Atkinson, Alvin] Winston Salem State Univ, Winston Salem, NC 27110 USA',\n",
       " 'Calif State Univ Long Beach, Dept Sci Educ, Long Beach, CA 90840 USA',\n",
       " '[Theobald, Roddy] Univ Washington, Dept Stat, Seattle, WA 98195 USA; [Freeman, Scott] Univ Washington, Dept Biol, Seattle, WA 98195 USA',\n",
       " '[Saxton, Emily] Portland State Univ, Ctr Sci Educ, Portland, OR 97201 USA; [Burns, Robin] Intel Corp, Santa Clara, CA 95051 USA; [Holveck, Susan] Beaverton Sch Dist, Beaverton, OR 97006 USA; [Kelley, Sybil; Rigelman, Nicole] Portland State Univ, Grad Sch Educ, Portland, OR 97201 USA; [Prince, Daniel] Multnomah Educ Serv Dist, Outdoor Sch Program, Portland, OR USA; [Skinner, Ellen A.] Portland State Univ, Dept Psychol, Portland, OR 97201 USA',\n",
       " '[Muindi, Fanuel] MIT, Cambridge, MA 02139 USA; [Guha, Moytrayee] Harvard Univ, Brigham & Womens Hosp, Sch Med, Boston, MA 02115 USA',\n",
       " '[Barker, Bradley S.] Univ Nebraska, Lincoln, NE 68516 USA; [Nugent, Gwen] Univ Nebraska, Nebraska Ctr Res Children Youth Families & Sch, Lincoln, NE 68588 USA; [Grandgenett, Neal F.] Univ Nebraska, Dr George & Sally Haddix Community Chair STEM Edu, Omaha, NE 68182 USA',\n",
       " '[Hernandez, Paul R.; Bodin, Ralph; Elliott, Jonathan W.; Rambo-Hernandez, Karen E.] Colorado State Univ, Sch Educ, Ft Collins, CO 80523 USA; [Ibrahim, Badaruddin] Univ Tun Hussein Onn Malaysia, Batu Pahat, Malaysia; [Chen, Thomas W.; de Miranda, Michael A.] Colorado State Univ, Coll Engn, Ft Collins, CO 80523 USA',\n",
       " '[Sahin, Alpaslan] Texas A&M Univ, Coll Educ, College Stn, TX 77843 USA; [Ayar, Mehmet C.] TUBITAK, Ankara, Turkey; [Adiguzel, Tufan] Bahcesehir Univ, Coll Arts & Sci, Dept Math & Comp Sci, Istanbul, Turkey',\n",
       " '[Adamuti-Trache, Maria] Univ Texas Arlington, Arlington, TX 76019 USA; [Sweet, Robert] Lakehead Univ, Fac Educ, Thunder Bay, ON P7B 5E1, Canada',\n",
       " '[Donovan, Brian M.; Osborne, Jonathan F.] Stanford Univ, Stanford Grad Sch Educ, Stanford, CA 94305 USA; [Mateos, David Moreno] CNRS, Ctr Ecol Fonct & Evolut, UMR 5175, Montpellier, France; [Bisaccio, Daniel J.] Brown Univ, Dept Educ, Providence, RI 02912 USA',\n",
       " '[Nicholls, Gillian M.] Univ Alabama, Huntsville, AL 35899 USA; [Wolfe, Harvey; Besterfield-Sacre, Mary; Shuman, Larry J.] Univ Pittsburgh, Dept Ind Engn, Pittsburgh, PA 15261 USA',\n",
       " '[Corlu, M. Sencer] Bilkent Univ, Grad Sch Educ, Bilkent, Turkey; [Capraro, Robert M.; Capraro, Mary M.] Texas A&M Univ, Dept Teaching Learning & Culture, College Stn, TX 77843 USA',\n",
       " '[Talaue, Frederick Toralballa] Nanyang Technol Univ, Singapore 637616, Singapore',\n",
       " '[Bissaker, Kerry] Flinders Univ S Australia, Adelaide, SA 5001, Australia',\n",
       " 'China',\n",
       " '[Assefa, Shimelis G.] Univ Denver, Dept Res Methods & Informat Sci, Denver, CO 80208 USA; [Rorissa, Abebe] SUNY Albany, Dept Informat Studies, Albany, NY 12222 USA',\n",
       " '[MacPhee, David] Colorado State Univ, Dept Human Dev & Family Studies, Ft Collins, CO 80523 USA; [Farro, Samantha] Colorado State Univ, Ft Collins, CO 80523 USA; [Canetto, Silvia Sara] Colorado State Univ, Dept Psychol, Ft Collins, CO 80523 USA',\n",
       " '[Merolla, David M.] Wayne State Univ, Dept Sociol, Detroit, MI 48202 USA; [Serpe, Richard T.] Kent State Univ, Dept Sociol, Kent, OH 44242 USA',\n",
       " '[Wang, Ming-Te; Degol, Jessica] Univ Pittsburgh, Sch Educ, Dept Appl Dev Psychol, Pittsburgh, PA 15260 USA',\n",
       " '[Doyle, Kari M. H.] Bay Sch San Francisco, San Francisco, CA 94129 USA; [Vale, Ronald D.] Univ Calif San Francisco, Dept Cellular & Mol Pharmacol, San Francisco, CA 94158 USA; [Vale, Ronald D.] Univ Calif San Francisco, Howard Hughes Med Inst, San Francisco, CA 94158 USA',\n",
       " '[Taylor, Holly A.] Tufts Univ, Medford, MA 02155 USA',\n",
       " '[Uttal, David H.; Miller, David I.] Northwestern Univ, Evanston, IL 60208 USA; [Newcombe, Nora S.] Temple Univ, Philadelphia, PA 19122 USA',\n",
       " '[Hughes, Roxanne M.; Nzekwe, Brandon] Natl High Magnet Field Lab, Ctr Integrating Res & Learning, Tallahassee, FL 32310 USA; [Molyneaux, Kristen J.] Firelight Fdn, Santa Cruz, CA 95060 USA',\n",
       " '[Towns, Marcy] Purdue Univ, Dept Chem, W Lafayette, IN 47907 USA; [Thompson, John] Univ Maine, Dept Phys & Astron, Orono, ME 04469 USA; [Christensen, Warren] N Dakota State Univ, Dept Phys, Frgo, ND 58108 USA; [Rasmussen, Chris] San Diego State Univ, Dept Math & Stat, San Diego, CA 92120 USA',\n",
       " '[Else-Quest, Nicole M.] Univ Maryland Baltimore Cty, Dept Psychol, Baltimore, MD 21250 USA; [Mineo, Concetta C.] Penn State Univ, Dept Human Dev & Family Studies, University Pk, PA 16802 USA; [Higgins, Ashley] Philadelphia Coll Osteopath Med, Dept Psychol, Philadelphia, PA USA',\n",
       " 'Bilkent Univ, Grad Sch Educ, TR-06800 Ankara, Turkey',\n",
       " 'Hampshire Coll, Sch Nat Sci, Amherst, MA 01002 USA',\n",
       " 'Univ Wisconsin, Dept Educ Leadership & Policy Anal, Madison, WI 53706 USA',\n",
       " '[Miller, David I.] Univ Calif Berkeley, Grad Sch Educ, Berkeley, CA 94607 USA; [Halpern, Diane F.] Claremont Mckenna Coll, Dept Psychol, Claremont, CA 91711 USA',\n",
       " \"[McCright, Aaron M.; O'Shea, Brian W.; Sweeder, Ryan D.; Urquhart, Gerald R.; Zeleke, Aklilu] Michigan State Univ, Lyman Briggs Coll, E Lansing, MI 48825 USA; [McCright, Aaron M.] Michigan State Univ, Dept Sociol, E Lansing, MI 48825 USA; [McCright, Aaron M.] Michigan State Univ, Environm Sci & Policy Program, E Lansing, MI 48825 USA; [O'Shea, Brian W.] Michigan State Univ, Dept Phys & Astron, E Lansing, MI 48825 USA; [Urquhart, Gerald R.] Michigan State Univ, Dept Fisheries & Wildlife & Int Studies & Program, E Lansing, MI 48825 USA; [Zeleke, Aklilu] Michigan State Univ, Dept Stat & Probabil, E Lansing, MI 48825 USA\",\n",
       " '[Borrego, Maura; Cutler, Stephanie] Virginia Tech, Blacksburg, VA 24061 USA; [Prince, Michael] Bucknell Univ, Lewisburg, PA 17837 USA; [Henderson, Charles] Western Michigan Univ, Dept Phys, Kalamazoo, MI 49008 USA; [Henderson, Charles] Western Michigan Univ, Mallinson Inst Sci Educ, Kalamazoo, MI 49008 USA; [Froyd, Jeffrey E.] Texas A&M Univ, College Stn, TX 77843 USA',\n",
       " 'China',\n",
       " 'China',\n",
       " '[Ampaw, Frim; Partlo, Margaret] Cent Michigan Univ, Dept Educ Leadership, Mt Pleasant, MI 48859 USA',\n",
       " '[Eseryel, Deniz; Ifenthaler, Dirk; Ge, Xun] Univ Oklahoma, Dept Educ Psychol, Norman, OK 73019 USA',\n",
       " 'China',\n",
       " 'China',\n",
       " '[Anderson, Misti Ault] Georgetown Univ, Med Ctr, Dept Microbiol & Immunol, Washington, DC 20057 USA; [Anderson, Misti Ault; Giordano, James] Potomac Inst Policy Studies, Arlington, VA 22203 USA; [Giordano, James] Georgetown Univ, Med Ctr, Neuroeth Studies Program, Edmund D Pellegrino Ctr Clin Bioeth, Washington, DC 20057 USA; [Giordano, James] Georgetown Univ, Med Ctr, Div Integrat Physiol, Dept Biochem, Washington, DC 20057 USA; [Giordano, James] Univ Munich, Human Sci Ctr, D-80336 Munich, Germany; [Giordano, James] Univ Munich, Human Sci Ctr, D-83646 Bad Tolz, Germany',\n",
       " 'China',\n",
       " '[Gandhi, Eshani; Orgill, MaryKay; Schrader, P. G.] Univ Nevada, Dept Chem, Las Vegas, NV 89154 USA',\n",
       " '[Kukreti, Anant R.] Univ Cincinnati, Sch Energy Environm Biol & Med Engn, Cincinnati, OH 45221 USA; [Maltbie, Catherine V.] Univ Cincinnati, Coll Educ, Criminal Justice & Human Serv Evaluat Serv Ctr, Cincinnati, OH 45221 USA',\n",
       " '[Tower, Roger] Independence Sci, W Lafayette, IN 47906 USA',\n",
       " '[Bakhiet, Raga] Southwestern Coll, Chula Vista, CA USA; [Carcia, Theresa] SDSU, Coll Engn, San Diego, CA USA; [Alvarez, Rafael] SDCC, San Diego, CA USA',\n",
       " '[Dutnall, Robert N.] Univ San Diego, Dept Chem & Biochem, San Diego, CA 92110 USA; [Banner, Valentyna; Booker, Aja; Vizzo, Emily; Kane, Christine] San Diego Global Vis Acad, San Diego, CA USA',\n",
       " '[Krogh, Lars Brian; Andersen, Hanne Moeller] Aarhus Univ, Ctr Sci Educ, DK-8000 Aarhus C, Denmark',\n",
       " '[Ryan, Melissa S.] Ocean Technol Fdn, Mystic, CT 06355 USA',\n",
       " 'China',\n",
       " '[Nag, Sreeja; Katz, Jacob G.; Saenz-Otero, Alvar] MIT, Dept Aeronaut & Astronaut, Cambridge, MA 02139 USA',\n",
       " '[McLurkin, James; John, Meagan; Kaseman, Quillan; Lynch, Andrew J.] Rice Univ, Dept Comp Sci, Houston, TX 77005 USA; [Rykowski, Joshua] US Mil Acad, Dept Comp Sci, West Point, NY 10996 USA',\n",
       " '[Tseng, Kuo-Hung; Chen, Wen-Ping] Meiho Univ, Grad Inst Business & Management, Pingtung 91202, Pingtung County, Taiwan; [Chang, Chi-Cheng] Natl Taiwan Normal Univ, Dept Technol Applicat & Human Resource Dev, Taipei 10610, Taiwan; [Lou, Shi-Jer] Natl Pingtung Univ Sci & Technol, Grad Inst Vocat & Tech Educ, Nei Pu Township, Pingtung County, Taiwan',\n",
       " '[Nadelson, Louis S.] Boise State Univ, C&I, Coll Educ, Boise, ID 83725 USA; [Pyke, Patricia] Boise State Univ, STEM Stn, Boise, ID 83725 USA',\n",
       " '[Blustein, David L.] Boston Coll, Dept Counseling Dev & Educ Psychol, Lynch Sch Educ, Chestnut Hill, MA 02467 USA; [Lee, Youjin] Boston Coll, Educ Res Measurement & Evaluat ERME Program, Chestnut Hill, MA 02467 USA',\n",
       " '[Geisinger, Brandi N.; Raman, D. Raj] Iowa State Univ, Res Inst Studies Educ, Ames, IA 50011 USA',\n",
       " '[Engberg, Mark E.] Loyola Univ Chicago, Chicago, IL USA; [Wolniak, Gregory C.] Univ Chicago, NORC, Chicago, IL 60637 USA',\n",
       " '[Andree, Maria] Stockholm Univ, Dept Math & Sci Educ, S-10691 Stockholm, Sweden; [Hansson, Lena] Kristianstad Univ, Learning Sci & Math LISMA, Kristianstad, Sweden',\n",
       " '[Hudson, Peter; English, Lyn D.] Fac Educ, Sch Curriculum, Brisbane, Qld, Australia; [Dawes, Les] Fac Sci & Engn, Sch Earth Environm & Biol Sci, Brisbane, Qld, Australia',\n",
       " '[Martinez, Edward; Lindline, Jennifer; Petronis, Michael S.] New Mexico Highlands Univ, Nat Resource Management Dept, Las Vegas, NM 87701 USA; [Pilotti, Maura] New Mexico Highlands Univ, Dept Social & Behav Sci, Las Vegas, NM 87701 USA',\n",
       " '[Banning, James; Folkestad, James E.] Colorado State Univ, Sch Educ, Ft Collins, CO 80523 USA',\n",
       " '[Cohen, Cheryl A.] Northwestern Univ, Dept Psychol, Evanston, IL 60208 USA; [Hegarty, Mary] Univ Calif Santa Barbara, Santa Barbara, CA 93106 USA',\n",
       " 'Univ Alabama, Huntsville, AL USA',\n",
       " '[Hudson, Peter; English, Lyn D.; Dawes, Les; Macri, Jo] Queensland Univ Technol, Kelvin Grove, Qld 4059, Australia',\n",
       " '[Ashe, Colin A.; Yaron, David J.; Chase, Catherine; Adamson, David] Carnegie Mellon Univ, Pittsburgh, PA 15213 USA; [Carter, W. Craig] MIT, Cambridge, MA 02139 USA; [Bartolo, Laura] Kent State Univ, Kent, OH 44242 USA',\n",
       " '[Cooper, Melanie M.] Clemson Univ, Dept Chem, Clemson, SC 29634 USA',\n",
       " '[Cooper, Melanie M.] Clemson Univ, Dept Chem, Clemson, SC 29634 USA',\n",
       " '[Brickman, Peggy] Univ Georgia, Athens, GA 30602 USA; [Gormally, Cara] Georgia Inst Technol, Introductory Biol Labs, Sch Biol, Atlanta, GA 30332 USA; [Francom, Greg] No State Univ, Aberdeen, SD 57401 USA; [Jardelezz, Sarah E.] Michigan State Univ, E Lansing, MI 48824 USA; [Schutte, Virginia G. W.] Univ Georgia, Athens, GA 30602 USA; [Jordan, Carly] Univ Wyoming, Laramie, WY 82071 USA; [Kanizay, Lisa] Univ Georgia, Athens, GA 30602 USA',\n",
       " '[Pazicni, Samuel] Univ New Hampshire, Dept Chem, Durham, NH 03824 USA; [Vazquez, Anne V.; McLoughlin, Kaitlin; Sabbagh, Melanie; Runkle, Adam C.; Simon, Jeffrey; Coppola, Brian P.] Univ Michigan, Dept Chem, Ann Arbor, MI 48109 USA',\n",
       " '[Carr, Ronald L.; Strobel, Johannes] Purdue Univ, Inst Engn Res & Learning P12, INSPIRE, W Lafayette, IN 47907 USA',\n",
       " 'China',\n",
       " '[Yu, Chong Ho; DiGangi, Samuel; Jannasch-Pennell, Angel] Arizona State Univ, Appl Learning Technol Inst, Scottsdale, AZ 85257 USA',\n",
       " '[Cheville, R. Alan] Oklahoma State Univ, Sch Elect & Comp Engn, Oklahoma City, OK 74074 USA; [Cheville, R. Alan] Natl Sci Fdn, Div Engn Educ & Ctr, Arlington, VA 22230 USA',\n",
       " '[Subramaniam, Mega M.] Univ Maryland, Informat Policy & Access Ctr, Coll Informat Studies, College Pk, MD 20742 USA',\n",
       " '[Tate, William F.; Thorne-Wallington, Elizabeth] Washington Univ, Dept Educ Arts & Sci, St Louis, MO 63130 USA; [Hogrebe, Mark C.] Washington Univ, Dept Educ, St Louis, MO 63130 USA',\n",
       " '[Schmidt, Christopher D.] Villanova Univ, Dept Educ & Counseling, Coll Liberal Arts & Sci, Villanova, PA 19085 USA; [Rokutani, Laurie J.] Moonshadow, Williamsburg, VA USA; [Hardinge, Gail B.] Coll William & Mary, Sch Educ, Williamsburg, VA 23187 USA',\n",
       " '[Meyers, Kerry L.; Goodrich, Victoria; Brockman, Jay] Univ Notre Dame, Notre Dame, IN 46556 USA',\n",
       " '[Merwade, V.] Purdue Univ, Sch Civil Engn, W Lafayette, IN 47907 USA; [Ruddell, B. L.] Arizona State Univ, Dept Engn, Coll Technol & Innovat, Mesa, AZ USA',\n",
       " '[Sjaastad, Jorgen] Univ Oslo, Dept Phys, Blindern, Norway',\n",
       " '[Uttal, David H.; Cohen, Cheryl A.] Northwestern Univ, Dept Psychol, Evanston, IL 60208 USA; [Uttal, David H.; Cohen, Cheryl A.] Northwestern Univ, Sch Educ & Social Policy, Evanston, IL 60208 USA',\n",
       " 'Robert Gordon Univ, Inst Innovat Design & Sustainabil Res, Aberdeen AB10 7QD, Scotland',\n",
       " '[Henderson, Charles] Western Michigan Univ, Dept Phys, Kalamazoo, MI 49008 USA; [Henderson, Charles] Western Michigan Univ, Mallinson Inst Sci Educ, Kalamazoo, MI 49008 USA; [Finkelstein, Noah] Univ Colorado, Dept Phys, Boulder, CO 80309 USA',\n",
       " '[Riga, Alan T.] Cleveland State Univ, Dept Chem, Coll Sci & Hlth Profess, Cleveland, OH 44115 USA; [Matthews, M. Ellen] Buckeye Pharmaceut, Beachwood, OH 44122 USA',\n",
       " '[Greenseid, Lija O.] Profess Data Analysts Inc, Minneapolis, MN USA; [Lawrenz, Frances] Univ Minnesota, Minneapolis, MN USA',\n",
       " '[Rule, Gordon] Carnegie Mellon Univ, Dept Biol Sci, Pittsburgh, PA 15213 USA; [Bajzek, Diana] Carnegie Mellon Univ, Off Technol Educ, Pittsburgh, PA 15213 USA; [Goodman, Anya] Calif Polytech State Univ San Luis Obispo, Dept Chem & Biochem, San Luis Obispo, CA 93407 USA; [Kessler, Aaron] Univ Pittsburgh, Sch Educ, Pittsburgh, PA 15213 USA',\n",
       " '[Malcom, Lindsey E.] Univ Calif Riverside, Grad Sch Educ, Riverside, CA 92521 USA; [Malcom, Shirley M.] Amer Assoc Advancement Sci, Educ Program, Washington, DC USA; [Malcom, Shirley M.] Amer Assoc Advancement Sci, Human Resources Program, Washington, DC USA',\n",
       " '[Myers, Carrie B.] Montana State Univ, Dept Educ, Bozeman, MT 59717 USA; [Pavel, D. Michael] Univ Oregon, Eugene, OR 97403 USA',\n",
       " '[Capobianco, Brenda M.] Purdue Univ, Dept Curriculum & Instruct, Coll Educ, W Lafayette, IN 47907 USA; [Capobianco, Brenda M.] Purdue Univ, Sch Engn Educ, Coll Educ, W Lafayette, IN 47907 USA; [Weller, Jessica] Purdue Univ, Coll Sci, W Lafayette, IN 47907 USA',\n",
       " '[Kaufman, Senator Edward E.] US Senate, Washington, DC 20510 USA',\n",
       " '[Eseryel, Deniz] Univ Oklahoma, Dept Educ Psychol, Norman, OK 73019 USA; [Ifenthaler, Dirk] Univ Mannheim, D-6800 Mannheim 1, Germany',\n",
       " 'China',\n",
       " '[Lopez, Enrique; Kim, Jennifer; Nandagopal, Kiruthiga; Shavelson, Richard J.] Stanford Univ, Dept Educ, Stanford, CA 94305 USA; [Cardin, Nate] Stanford Univ, Dept Chem, Stanford, CA 94305 USA; [Penn, John H.] W Virginia Univ, Dept Chem, Morgantown, WV 26506 USA',\n",
       " '[Woodard, Lisa J.] Washington State Univ, Coll Pharm, Dept Pharmacotherapy, Spokane, WA 99210 USA; [Wilson, Judith S.] San Joaquin Cty Off Educ, Stockton, CA USA; [Blankenship, James] Univ Pacific, Thomas J Long Sch Pharm & Hlth Sci, Stockton, CA 95211 USA; [Lindsey, Marti] Univ Arizona, Coll Pharm, Tucson, AZ 85721 USA',\n",
       " 'Univ Birmingham, Sch Educ, Birmingham B15 2TT, W Midlands, England',\n",
       " '[English, Lyn D.; Hudson, Peter] Queensland Univ Technol, Sch Math Sci & Technol Educ, Brisbane, Qld 4001, Australia; [Dawes, Les] Queensland Univ Technol, Sch Urban Dev, Brisbane, Qld 4001, Australia',\n",
       " 'Soc Mfg Engineers SME Educ Fdn, Dearborn, MI USA',\n",
       " '[Denker, S. P.; Lindburg, L.] BayBio Inst, San Francisco, CA USA',\n",
       " 'China',\n",
       " '[Foster, K. M.; Bergin, K. B.; McKenna, A. F.; Millard, D. L.; Perez, L. C.; Prival, J. T.; Rainey, D. Y.; Sevian, H. M.; VanderPutten, E. A.; Hamos, J. E.] Natl Sci Fdn, Div Undergrad Educ, Arlington, VA 22230 USA; [Foster, K. M.] Univ Texas Austin, Inst Community, Austin, TX 78712 USA; [Foster, K. M.] Univ Texas Austin, Sch Partnerships, Austin, TX 78712 USA',\n",
       " '[Nicholls, Gillian M.] Univ Alabama, Huntsville, AL 35899 USA; [Besterfield-Sacre, Mary] Univ Pittsburgh, Dept Ind Engn, Pittsburgh, PA 15261 USA; [Besterfield-Sacre, Mary] Univ Pittsburgh, Ctr Learning Res & Dev, Pittsburgh, PA 15261 USA',\n",
       " 'Battelle Mem Inst, Columbus, OH 43201 USA',\n",
       " 'China',\n",
       " 'Battelle Mem Inst, Columbus, OH 43201 USA',\n",
       " 'China',\n",
       " '[Riechert, Susan E.] Univ Tennessee, Knoxville, TN 37996 USA; [Post, Brian K.] Georgia Inst Technol, Sch Mech Engn, Atlanta, GA 30318 USA',\n",
       " '[Pazos, Pilar] Old Dominion Univ, Engn Management & Syst Engn Dept, Norfolk, VA 23529 USA; [Micari, Marina; Light, Gregory] Northwestern Univ, Searle Ctr Teaching Excellence, Evanston, IL USA; [Light, Gregory] Northwestern Univ, Sch Educ & Social Policy, Evanston, IL USA',\n",
       " '[Hopkinson, Peter; James, Peter] Univ Bradford, Ecovers Off, Bradford BD7 1DP, W Yorkshire, England',\n",
       " 'China',\n",
       " '[Stubbs, Kristen N.] iRobot Corp, Bedford, MA USA; [Yanco, Holly A.] Univ Massachusetts Lowell, Lowell, MA USA',\n",
       " 'China',\n",
       " '[Labov, Jay B.; Schweingruber, Heidi A.; Hilton, Margaret L.] CNR, Ctr Educ, Washington, DC 20001 USA; [Singer, Susan R.] Carleton Coll, Dept Biol, Northfield, MN 55057 USA; [George, Melvin D.] Univ Missouri, Off President, Columbia, MO 65211 USA',\n",
       " '[Cantrell, Pamela] Brigham Young Univ, Dept Teacher Educ, Provo, UT 84602 USA; [Ewing-Taylor, Jacque] Univ Nevada, Raggio Res Ctr STEM Educ, Coll Educ, Reno, NV 89557 USA',\n",
       " 'China',\n",
       " 'China',\n",
       " 'Cornell Univ, Ithaca, NY 14853 USA',\n",
       " '[Mayo, Merrilea J.] Ewing Marion Kauffman Fdn, Kansas City, MO 64110 USA',\n",
       " '[Amato-Henderson, Susan] Michigan Technol Univ, Dept Cognit & Learning Sci, Houghton, MI 49931 USA; [Lehman, John B.] Michigan Technol Univ, Enrollment Serv, Houghton, MI 49931 USA; [Cattelino, Peter] Michigan Technol Univ, YES, Expo Program, Houghton, MI 49931 USA; [Cattelino, Peter] Michigan Technol Univ, YES, Educ Program, Houghton, MI 49931 USA',\n",
       " 'China',\n",
       " 'China',\n",
       " '[Narum, Jeanne L.] Independent Coll Off, Project Kaleidoscope, Washington, DC 20036 USA',\n",
       " 'China',\n",
       " 'China',\n",
       " 'China',\n",
       " 'China',\n",
       " 'China',\n",
       " 'Univ Pittsburgh, Pittsburgh, PA 15261 USA; Esso Thailand Publ Co Ltd, Bangkok 10120, Thailand',\n",
       " '[Strozak, Victor S.] CUNY, Ctr Adv Study Educ, Grad Ctr, New York, NY 10016 USA',\n",
       " 'Georgia Inst Technol, TPAC, Atlanta, GA 30332 USA; Georgia Inst Technol, Sch Publ Policy, Atlanta, GA 30332 USA; Georgia Inst Technol, Sch Econ, Atlanta, GA 30332 USA; Georgia Inst Technol, Sch Ind & Syst Engn, Atlanta, GA 30332 USA',\n",
       " 'Univ Nijmegen St Radboud Hosp, ITS, NL-6500 KJ Nijmegen, Netherlands',\n",
       " 'Phoeniz Zoo, Phoenix, AZ 85008 USA',\n",
       " 'Penn State Univ, Coll Engn, University Pk, PA 16802 USA; Univ Missouri, Columbia, MO USA; Montana State Univ, Bozeman, MT 59717 USA',\n",
       " \"[Khan, Arshad M.; D'Arcy, Christina E.] Univ Texas El Paso, UTEP Syst Neurosci Lab, El Paso, TX 79968 USA; [D'Arcy, Christina E.; Olimpo, Jeffrey T.] Univ Texas El Paso, Biol Educ Res Grp, El Paso, TX 79968 USA; [Khan, Arshad M.; D'Arcy, Christina E.; Olimpo, Jeffrey T.] Univ Texas El Paso, Dept Biol Sci, 500 W Univ Ave,Biosci Bldg, El Paso, TX 79968 USA; [Khan, Arshad M.; D'Arcy, Christina E.; Olimpo, Jeffrey T.] Univ Texas El Paso, Border Biomed Res Ctr, El Paso, TX 79968 USA; [Khan, Arshad M.; D'Arcy, Christina E.] Univ Texas El Paso, UTEP PERSIST Brain Mapping & Connect Teaching Lab, El Paso, TX 79968 USA; [Khan, Arshad M.; D'Arcy, Christina E.; Olimpo, Jeffrey T.] Univ Texas El Paso, Bldg SCHOLARS Program, El Paso, TX 79968 USA; [Khan, Arshad M.] Univ Texas El Paso, UTEP RISE Program, El Paso, TX 79968 USA; [Khan, Arshad M.] Univ Texas El Paso, UTEP Neurosci Bachelor Sci Degree Program, El Paso, TX 79968 USA\",\n",
       " \"[D'Alessio, Matteo] Univ Mississippi, Dept Civil Engn, 204 Carrier Hall, University, MS 38677 USA; [Rushing, Grace] Univ Mississippi, Dept Civil Engn, 202 Carrier Hall, University, MS 38677 USA; [Gray, Tiffany L.] Univ Mississippi, Div Outreach & Continuing Educ, Jackson Ave Ctr, University, MS 38677 USA\",\n",
       " '[Henry, Meredith A.; Shorter, Shayla; Heemstra, Jennifer M.] Emory Univ, Dept Chem, 1515 Pierce Dr, Atlanta, GA 30322 USA; [Charkoudian, Louise K.] Haverford Coll, Dept Chem, Haverford, PA 19041 USA; [Le, Benjamin] Haverford Coll, Dept Psychol, Haverford, PA 19041 USA; [Corwin, Lisa A.] Univ Colorado, Dept Ecol & Evolutionary Biol, 1900 Pleasant St,334 UCB, Boulder, CO 80309 USA',\n",
       " '[Vinje, Hilde; Almoy, Trygve; Froslie, Kathrine Frey; Saebo, Solve] Norwegian Univ Life Sci, Fac Chem Biotechnol & Food Sci, Christian Magnus Falsens Vei 1, N-1433 As, Norway; [Brovold, Helge] Norwegian Univ Sci & Technol, Nat Ctr Sci Recruitment, Trondheim, Norway',\n",
       " '[Bacovic, Maja; Pejovic, Bojan] Univ Montenegro, Fac Econ, Podgorica, Montenegro; [Andrijasevic, Zivko] Univ Montenegro, Fac Philosophy, Podgorica, Montenegro',\n",
       " '[Lin, Chun-Hung] Chung Yuan Christian Univ, Ctr Teacher Educ, Taoyuan, Taiwan; [Yu, Chih-Chang] Chung Yuan Christian Univ, Dept Informat & Comp Engn, Taoyuan, Taiwan; [Shih, Po-Kang] Chung Yuan Christian Univ, Ctr Gen Educ, Taoyuan, Taiwan; [Wu, Leon Yufeng] Chung Yuan Christian Univ, Grad Sch Educ, Taoyuan, Taiwan',\n",
       " '[Ozcakir Sumen, Ozlem; Calisici, Hamza] Ondokuz Mayis Univ, Fac Educ, Samsun, Turkey',\n",
       " '[Capobianco, Brenda M.; Clingerman, Jenna] Purdue Univ, Dept Curriculum & Instruct, 100 North Univ St, W Lafayette, IN 47907 USA; [Radloff, Jeffrey] SUNY Coll Cortland, Childhood Early Childhood Educ Dept, Cortland, NY 13045 USA',\n",
       " '[Schellinger, Jennifer; Jaber, Lama Z.; Southerland, Sherry A.] Florida State Univ, Sch Teacher Educ, Tallahassee, FL 32306 USA',\n",
       " '[Tekdal, Mehmet] Univ Cukurova, Fac Educ, Dept Comp Educ & Instruct Technol, TR-01330 Adana, Turkey',\n",
       " '[Huang, Yuanzhen] Quanzhou Ocean Inst, Quanzhou 362700, Peoples R China; [Liu, Xiaohui] Xiamen Univ, Inst Educ, Xiamen 361021, Peoples R China; [Huang, Yuanzhen; Liu, Xiaohui] Jimei Univ, Sch Sci, Xiamen 361021, Peoples R China',\n",
       " '[Romero-Ariza, Marta; Quesada, Antonio; Abril, Ana-Maria; Cobo, Cristina] Univ Jaen, Jaen, Spain',\n",
       " '[Morton, Terrell R.] Univ Missouri Columbia, 303 Townsend Hall, Columbia, MO 65211 USA',\n",
       " '[Davila, Omar] Santa Clara Univ, Child Studies Program, Santa Clara, CA 95053 USA; [Rios, Victor M.] Univ Calif Santa Barbara, Dept Sociol, Santa Barbara, CA 93106 USA',\n",
       " '[Queiruga-Dios, Miguel-Angel; Diez-Ojeda, Maria; Saiz-Manzanares, Maria-Consuelo] Univ Burgos, Burgos, Spain; [Lopez-Inesta, Emilia] Univ Valencia, Valencia, Spain; [Vazquez-Dorrio, Jose-Benito] Univ Vigo, Vigo, Spain',\n",
       " '[Mulvey, Kelly Lynn; Joy, Angelina] North Carolina State Univ, Dept Psychol, Raleigh, NC USA; [Caslin, Michael; Katti, Madhusudan] North Carolina State Univ, Dept Forestry & Environm Resources, Raleigh, NC USA; [Orcutt, Darby] North Carolina State Univ Lib, Raleigh, NC USA; [Eseryel, Deniz] North Carolina State Univ, Dept Learning Design & Technol, Raleigh, NC USA',\n",
       " '[Graham, Mark A.] Brigham Young Univ, Provo, UT 84602 USA',\n",
       " '[Duan, Ruoyu Jenny; Walker, Graham J.; Orthia, Lindy A.] Australian Natl Univ, Ctr Publ Awareness Sci CPAS, Acton, ACT 2602, Australia',\n",
       " '[Skrentny, John D.; Lewis, Kevin] Univ Calif San Diego, Dept Sociol, 9500 Gilman Dr, La Jolla, CA 92093 USA',\n",
       " '[Jackson, Christa] Iowa State Univ, Sch Educ, 2642A Lagomarcino Hall,901 Stange Rd, Ames, IA 50011 USA; [Mohr-Schroeder, Margaret J.; Yost, Caitlyn; Fowler, Abigail] Univ Kentucky, 105 Taylor Educ Bldg, Lexington, KY 40506 USA; [Bush, Sarah B.] Univ Cent Florida, Sch Teacher Educ, Coll Community Innovat & Educ, POB 161250, Orlando, FL 32816 USA; [Maiorca, Cathrine] Calif State Univ Long Beach, Dept Teacher Educ, 1250 Bellflower Blvd, Long Beach, CA 90840 USA; [Roberts, Thomas] Bowling Green State Univ, 529 Educ Bldg, Bowling Green, OH 43403 USA',\n",
       " '[Reinholz, Daniel L.; White, Isabel] San Diego State Univ, Dept Math & Stat, San Diego, CA 92182 USA; [Andrews, Tessa] Univ Georgia, Dept Genet, 120 East Green St, Athens, GA 30602 USA',\n",
       " '[Ortiz-Revilla, Jairo; Greca, Ileana M.; Meneses-Villagra, Jesus-Angel] Univ Burgos, Burgos, Spain',\n",
       " '[Bautista, Alfredo] Educ Univ Hong Kong, Hong Kong, Peoples R China',\n",
       " '[Davies, Richard] Univ Cent Lancashire, Preston, Lancs, England; [Trowsdale, Jo] Univ Warwick, Coventry, W Midlands, England',\n",
       " '[Sengupta-Irving, Tesha] Univ Calif Berkeley, Learning Sci & Crit Studies Race Gender & Class, Berkeley, CA 94720 USA',\n",
       " '[Akbuga, Enes] Drake Univ, Dept Math & Comp Sci, Des Moines, IA 50311 USA; [Havan, Selim] Univ Illinois, Dept Educ Psychol, Urbana, IL 61801 USA',\n",
       " '[Gorgulu Ari, Asli; Meco, Gulsum] Yildiz Tech Univ, Dept Sci Educ, TR-34220 Istanbul, Turkey',\n",
       " '[Edwards, B.; Griffiths, S.] Manchester Metropolitan Univ, Manchester Ctr Publ Hist & Heritage, Manchester, Lancs, England; [Edwards, B. B.] Abermorddu CP Sch, Cymau Lane, Caergwrle, Wrexham, Wales; [Reynolds, F. F.] Cadw, Unit 5-7 Cefn Coed,Parc Nantgarw, Cardiff, Wales; [Stanford, A.] SUMO Aerial Cam, Vineyard House,Upper Hook Rd, Upton Upon Severn, Worcs, England; [Woods, M.] Manchester Metropolitan Univ, Dept Hist Polit & Philosophy, Manchester, Lancs, England',\n",
       " '[Galino, Jeffrey Rivera] Camarin High Sch, Cadena de Amor St,Area B, Camarin Caloocan City, Philippines; [Galino, Jeffrey Rivera; Tanaka, Hideyuki] Hiroshima Univ, Grad Sch Humanity & Social Sci, 1-1-1 Kagamiyama, Higashihiroshima, Hiroshima 7398524, Japan',\n",
       " '[Gurbuz, Ramazan] Adiyaman Univ, Math Educ, Dept Math & Sci Educ, Fac Educ, Adiyaman, Turkey; [Calik, Muammer] Trabzon Univ, Chem Educ, Dept Elementary Teacher Educ, Fatih Fac Educ, Trabzon, Turkey',\n",
       " '[Krstic, Suzana V. Markovic; Radulovic, Lela R. Milosevic] Univ Nis, Dept Sociol, Fac Philosophy, Cirila & Metodija 2, Nish 18000, Serbia',\n",
       " '[Fraser, Sharon; Barnes, Nicoli; Kilpatrick, Sue] Univ Tasmania, Sch Educ, Launceston, Tas, Australia; [Guenther, John] Batchelor Inst Indigenous Tertiary Educ, Fac Tertiary Educ & Res, Casuarina, NT, Australia; [Nutton, Georgie] Charles Darwin Univ, Coll Indigenous Futures Educ & Arts, Casuarina, NT, Australia',\n",
       " '[Dou, Remy] Florida Int Univ, Dept Teaching & Learning, Miami, FL 33155 USA; [Dou, Remy; Cian, Heidi; Espinosa-Suarez, Valentina] Florida Int Univ, STEM Transformat Inst, Miami, FL 33155 USA',\n",
       " '[Lian, Yi] Chinese Univ Hong Kong, Fac Educ, Hong Kong 999077, Peoples R China; [Tsang, Kwok-Kuen] Beijing Normal Univ, Coll Educ Adm, Fac Educ, Beijing 100875, Peoples R China; [Zhang, Ying] Capital Univ Econ & Business, Coll Urban Econ & Publ Adm, Beijing 100070, Peoples R China',\n",
       " '[Cabell, Autumn L.] DePaul Univ, Dept Counseling & Special Educ, 2247 North Halsted St, Chicago, IL 60614 USA',\n",
       " '[Ewing, Nadia N.] St Marys Coll, Notre Dame, IN 46556 USA',\n",
       " '[Johnson-Glenberg, Mina C.; Bartolomea, Hannah; Kalina, Elena] Arizona State Univ, Dept Psychol, 950 South MacAllister St, Tempe, AZ 85287 USA',\n",
       " '[Turner, Angela; Logan, Marianne; Wilks, Judith] Southern Cross Univ, Lismore, NSW, Australia; [Wilks, Judith] Univ Notre Dame, Fremantle, WA, Australia',\n",
       " '[Nakamura, Asako J.] Ibaraki Univ, Coll Sci, Dept Biol Sci, Mito, Ibaraki, Japan',\n",
       " '[Tandrayen-Ragoobur, Verena] Univ Mauritius, Dept Econ & Stat, Reduit, Mauritius; [Gokulsing, Deepa] Univ Mauritius, Dept Social Studies, Reduit, Mauritius',\n",
       " '[Tze, Virginia M. C.] Univ Manitoba, Dept Educ Adm Fdn & Psychol, Winnipeg, MB, Canada; [Li, Johnson C-H] Univ Manitoba, Dept Psychol, Winnipeg, MB, Canada; [Parker, Patti C.] Univ Alberta, Dept Educ Psychol, Edmonton, AB, Canada',\n",
       " '[Wieselmann, Jeanna R.] Southern Methodist Univ, Teaching & Learning, Dallas, TX 75205 USA; [Dare, Emily A.] Florida Int Univ, Teaching & Learning, Miami, FL 33199 USA; [Roehrig, Gillian H.] Univ Minnesota, Curriculum & Instruct, Minneapolis, MN USA; [Ring-Whalen, Elizabeth A.] St Catherine Univ, Educ, St Paul, MN USA',\n",
       " '[Ustu, Hasan] Turkish Minist Educ, Osmaniye, Turkey; [Saito, Tomoki] Juntendo Univ, Tokyo, Japan; [Mentis Tas, Ayse] Necmettin Erbakan Univ, Konya, Turkey',\n",
       " '[Blom, Nicolaas; Abrie, Amelia L.] Univ Pretoria, Dept Sci Math & Technol Educ, ZA-0181 Pretoria, South Africa',\n",
       " '[Barger, Nicole; Boyle, Eve K.; Diogo, Rui] Howard Univ, Coll Med, Anat Dept, Washington, DC 20059 USA; [Barger, Nicole; Richmond, Marli; Diogo, Rui] George Washington Univ, Ctr Adv Study Human Paleobiol, Washington, DC USA; [Barger, Nicole] George Washington Univ, Anthropol, Washington, DC USA; [Martin, Jose Saul] Univ Aveiro, Biol Dept, Aveiro, Portugal',\n",
       " '[Luo, Tian; So, Winnie Wing Mui; Li, Wai Chin] Educ Univ Hong Kong, Dept Sci & Environm Studies, Tai Po, 10 Lo Ping Rd, Hong Kong, Peoples R China; [Luo, Tian; So, Winnie Wing Mui; Li, Wai Chin] Educ Univ Hong Kong, Ctr Educ Environm Sustainabil, Tai Po, 10 Lo Ping Rd, Hong Kong, Peoples R China; [Wan, Zhi Hong] Educ Univ Hong Kong, Dept Curriculum & Instruct, Tai Po, Hong Kong, Peoples R China',\n",
       " '[Amoako, Samuel] SDD Univ Business & Integrated & Dev Studies, Sch Business, Dept Banking & Finance, Wa, Upper West Regi, Ghana; [Insaidoo, Michael] Univ Profess Studies, Dept Banking & Finance, POB LG 149, Legon, Accra, Ghana',\n",
       " '[Chung, Sheng Kuan] Univ Houston, Art Educ, Dept Curriculum & Instruct, Houston, TX 77004 USA; [Li, Dan] Michigan State Univ, Dept Art Art Hist & Design, E Lansing, MI 48824 USA',\n",
       " '[Sharma, Gautam] Cent Univ Gujarat, Ctr Studies Sci Technol & Innovat Policy, Gandhinagar, Gujarat, India',\n",
       " \"[Hamilton, Miriam; O' Dwyer, Anne; Leavy, Aisling; Hourigan, Mairead; Carroll, Claire; Corry, Edward] Mary Immaculate Coll, Dept STEM Educ, Limerick, Ireland\",\n",
       " '[Braund, Martin] Nelson Mandela Univ, South Campus,Univ Way, ZA-6011 Port Elizabeth, South Africa',\n",
       " '[Douglass, Helen] Univ Tulsa, Dept Educ, Tulsa, OK 74104 USA; [Verma, Geeta] Univ Colorado, Sch Educ & Human Dev, Denver, CO 80202 USA',\n",
       " '[Belbase, Shashidhar; Tairab, Hassan; Jarrah, Adeeb] United Arab Emirates Univ, Coll Educ, Dept Curriculum & Instruct, Al Ain, U Arab Emirates; [Mainali, Bhesh Raj] Rider Univ, Coll Educ, Human Serv Fac, Lawrenceville, NJ 08648 USA; [Kasemsukpipat, Wandee] Kasetsart Univ, Fac Educ, Dept Educ, Bangkok, Thailand; [Gochoo, Munkhjargal] United Arab Emirates Univ, Coll Informat Technol, Dept Comp Sci & Software Engn, Al Ain, U Arab Emirates',\n",
       " '[Gough, Annette] RMIT Univ, Sch Educ, POB 71, Bundoora, Vic 3083, Australia',\n",
       " '[Cobian, Krystle Palma] Univ Calif Los Angeles, Jonathan & Karin Fielding Sch Publ Hlth, Los Angeles, CA 90095 USA; [Ramos, Hector, V] Univ Calif Los Angeles, Sch Educ & Informat Studies, Los Angeles, CA USA',\n",
       " '[Lee, Dae-Jung] Jeonbuk Natl Univ, Dept Phys Educ, Jeollabuk Do, South Korea',\n",
       " '[Sulaeman, Nurul Fitriyah] Mulawarman Univ, Fac Teacher Training & Educ, Dept Phys Educ, Samarinda, Indonesia; [Putra, Pramudya Dwi Aristya] Univ Jember, Fac Teacher Training & Educ, Dept Sci Educ, Jember, Indonesia; [Mineta, Ippei] Univ Tsukuba, Grad Sch Comprehens Human Sci, Tsukuba, Ibaraki, Japan; [Hakamada, Hiroki] Takabe Higashi Elementary Sch, Shizuoka, Japan; [Takahashi, Masahiro; Ide, Yuhsuke] Shizuoka Fuzoku Jr High Sch, Shizuoka, Japan; [Kumano, Yoshisuke] Shizuoka Univ, STEAM Educ Inst, Shizuoka, Japan',\n",
       " '[Alcaraz-Dominguez, Silvia; Barajas, Mario] Univ Barcelona, Fac Educ, Barcelona 08035, Spain',\n",
       " '[Papadakis, Stamatios; Kalogiannakis, Michail] Univ Crete, Fac Educ, Dept Presch Educ, Iraklion 74100, Greece; [Vaiopoulou, Julie] Univ Nicosia, Dept Educ, CY-2417 Nicosia, Cyprus; [Sifaki, Eirini] Hellen Open Univ, Dept Cultural Org Management, Patras 26222, Greece; [Stamovlasis, Dimitrios] Aristotle Univ Thessaloniki, Dept Philosophy & Educ, Thessaloniki 54124, Greece',\n",
       " '[Ma, Ying] Univ British Columbia, Fac Educ, Dept Curriculum Studies, Vancouver, BC V6T 1Z4, Canada',\n",
       " '[Akdere, Mesut; Acheson, Kris; Jiang, Yeling] Purdue Univ, W Lafayette, IN USA',\n",
       " '[Tang, Wendy; Djuric, Petar M.] SUNY Stony Brook, Elect & Comp Engn Dept, Stony Brook, NY 11794 USA; [Tang, Wendy] SUNY Stony Brook, Sci Elect Engn Online Program, Stony Brook, NY 11794 USA',\n",
       " '[Eickholt, Jesse; Seeling, Patrick] Cent Michigan Univ, Dept Comp Sci, Mt Pleasant, MI 48859 USA; [Johnson, Matthew R.] Cent Michigan Univ, Dept Educ Leadership, Mt Pleasant, MI 48859 USA',\n",
       " '[Uret, Aytul; Ceylan, Remziye] Yildiz Tech Univ, Fac Educ, Istanbul, Turkey',\n",
       " '[Ghazzawi, Dina; Hardy, John] Univ Houston, Houston, TX 77004 USA; [Pattison, Donna Lynn] Univ Houston, Nat Sci & Math, Houston, TX USA; [Horn, Catherine] Univ Houston, Educ Leadership & Policy Anal, Houston, TX USA; [Brown, Beverly] Univ Houston Syst, Houston, TX USA',\n",
       " '[Lange, Alissa A.; Nayfeld, Irena] East Tennessee State Univ, Early Childhood Educ Dept, POB 70548, Johnson City, TN 37614 USA; [Mano, Hagit] William Patterson Univ, Wayne, NJ USA; [Jung, Kwanghee] Rutgers State Univ, Natl Inst Early Educ Res, New Brunswick, NJ USA; [Lange, Alissa A.] CUNY Brooklyn Coll, Early Childhood Educ Art Educ, Brooklyn, NY 11210 USA',\n",
       " '[Tenhovirta, Satu; Seitamaa-Hakkarainen, Pirita; Hakkarainen, Kai] Univ Helsinki, Fac Educ Sci, Helsinki, Finland; [Korhonen, Tiina] Univ Helsinki, Fac Educ Sci, Innokas Network, Helsinki, Finland',\n",
       " '[Paluri, Achuta Ratna; Sonwaney, Vandana] Constituent Symbiosis Int, Symbiosis Inst Operat Management, Nasik, Maharashtra, India',\n",
       " '[Canbazoglu Bilici, Sedef] Aksaray Univ, Dept Sci Educ, Aksaray, Turkey; [Kupeli, Mehmet Ali] Republ Turkey Minist Natl Educ, Adana, Turkey; [Guzey, S. Selcen] Purdue Univ, Dept Curriculum & Instruct, W Lafayette, IN 47907 USA; [Guzey, S. Selcen] Purdue Univ, Dept Biol Sci, W Lafayette, IN 47907 USA',\n",
       " '[Lamb, Richard] East Carolina Univ, Coll Educ, Neurocognit Sci Lab, Greenville, NC 27858 USA; [Hoston, Douglas] SUNY Coll Buffalo, Buffalo, NY USA; [Lin, Jing] Beijing Normal Univ, Collaborat Innovat Ctr Assessment Basic Educ Qual, Beijing, Peoples R China; [Firestone, Jonah] Washington State Univ Tricities, Richland, WA USA',\n",
       " '[Ucgul, Memet; Altiok, Serhat] Kirikkale Univ, Dept Comp Educ & Instruct Technol, Educ Fac, Yahsihan, Kirikkale, Turkey',\n",
       " '[Ekiz-Kiran, Betul] Tokat Gaziosmanpasa Univ, Math & Sci Educ Dept, Tokat, Turkey; [Aydin-Gunbatar, Sevgi] Van Yuzuncu Yil Univ, Math & Sci Educ Dept, Van, Turkey',\n",
       " '[Mwasiaji, Evans] Kenyatta Univ, Dept Business Adm, POB 43844, Nairobi City 00100, Gpo, Kenya; [Mambo, Shadrack] Kenyatta Univ, Dept Elect & Elect Engn, Nairobi, Kenya; [Mse, Godfrey S.] KU, Dept Educ Management Policy & Curriculum Studies, Nairobi, Kenya; [Okumu, John] Kenyatta Univ, Dept Phys, Nairobi, Kenya',\n",
       " '[Moon, Jewoong] Florida State Univ, Dept Educ Psychol & Learning Syst, Coll Educ, Tallahassee, FL 32304 USA; [Lee, Sungwoong] Univ West Georgia, Coll Educ, Dept Educ Technol & Fdn, Carrollton, GA 30118 USA; [Xu, Xinhao] Univ Missouri, Sch Informat Sci & Learning Technol, Columbia, MO 65211 USA',\n",
       " '[Basaran, Mustafa; Erol, Mustafa] Yildiz Tech Univ, Dept Elementary Educ, Primary Educ, Istanbul, Turkey',\n",
       " '[Miller, Michelle D.; Castillo, Giovanni; Medoff, Norman] No Arizona Univ, Flagstaff, AZ 86011 USA; [Hardy, Alexis] CUNY, New York, NY 10017 USA',\n",
       " '[Pelger, Susanne] Lund Univ, Fac Sci, Lund, Sweden',\n",
       " \"[Hourigan, M.; O'Dwyer, A.; Leavy, A. M.; Corry, E.] Univ Limerick, Mary Immaculate Coll, Fac Educ, Dept STEM Educ, Limerick, Ireland\",\n",
       " 'China',\n",
       " '[Gross, Thomas J.] Western Kentucky Univ, Dept Psychol, Bowling Green, KY 42101 USA; [Li, Qingxia; McCarroll, Patricia] Fisk Univ, Dept Math & Comp Sci, Nashville, TN USA',\n",
       " '[Rodriguez, Sarah] Iowa State Univ, Sch Educ, Ames, IA USA; [Pilcher, Amy] Wartburg Coll, Business Adm Accounting & Econ, Waverly, IA USA; [Garcia-Tellez, Norma] Univ Illinois, Housing, Chicago, IL 60680 USA',\n",
       " '[McManimon, Shannon K.] SUNY Coll New Paltz, Dept Educ Studies & Leadership, New Paltz, NY 12561 USA',\n",
       " '[Anuar, Aizuddin Mohamed; Chankseliani, Maia] Univ Oxford, Dept Educ, 15 Norham Gardens, Oxford OX2 6PY, England',\n",
       " '[Velasco, Richard Carlos L.] Univ Iowa, 240 S Madison St, Iowa City, IA 52242 USA; [Hite, Rebecca] Texas Tech Univ, 3002 18th St, Lubbock, TX 79409 USA',\n",
       " '[Bondaryk, Leslie G.; Van Doren, Seth] Concord Consortium, Concord, MA 01742 USA; [Hsi, Sherry] Concord Consortium, Emeryville, CA 94608 USA; [Hsi, Sherry] BSCS Sci Learning, Colorado Springs, CO 80523 USA',\n",
       " '[Brancaccio-Taras, Loretta] CUNY Kingsborough Community Coll, Brooklyn, NY 11235 USA; [Mawn, Mary V.] SUNY Empire State Coll, Saratoga Springs, NY 12866 USA; [Premo, Josh] Utah Valley Univ, Orem, UT USA; [Ramachandran, Roshini] Univ Calif Los Angeles, Los Angeles, CA USA',\n",
       " '[Holly, Michael; Pirker, Johanna; Resch, Sebastian; Brettschuh, Sandra; Guetl, Christian] Graz Univ Technol, Graz, Austria',\n",
       " '[Ozer, Ibrahim Evren] Kadikoy Bilim & Sanat Merkezi, Istanbul, Turkey; [Bilici, Sedef Canbazoglu] Aksaray Univ, Egitim Fak, Matemat & Fen Bilimleri Egitimi Bolumu, Fen Bilgisi Egitimi ABD, Aksaray, Turkey',\n",
       " '[Gok, Tolga] Dokuz Eylul Univ, Torbali Tech Vocat Sch Higher Educ, Izmir, Turkey',\n",
       " '[Rico, Arantza; Agirre-Basurko, Elena; Ruiz-Gonzalez, Aritz; Palacios-Agundez, Igone; Zuazagoitia, Daniel] Univ Basque Country UPV EHU, Dept Math Expt & Social Sci Educ, Vitoria 01006, Spain',\n",
       " '[Lombardi, Doug] Univ Maryland, Dept Human Dev & Quantitat Methodol, College Pk, MD 20742 USA; [Shipley, Thomas F.] Temple Univ, Dept Psychol, Philadelphia, PA 19122 USA',\n",
       " '[Arevalo, Maria-Jose] Univ Basque Country, UPV EHU, Fac Arts, Dept Philol & Hist, Vitoria 01006, Spain; [Asun Cantera, Maria; Garcia-Marina, Vanessa] Univ Basque Country, UPV EHU, Fac Engn Vitoria, Dept Mech Engn, Vitoria 01006, Spain; [Alves-Castro, Marian] Univ Basque Country, UPV EHU, Fac Arts, Dept English & German Philol & Translat & Interpr, Vitoria 01006, Spain',\n",
       " '[Razali, Fazilah] Univ Putra Malaysia, Fac Educ Studies, Serdang, Malaysia',\n",
       " '[Fraser, Barry J.; McLure, Felicity I.; Koul, Rekha B.] Curtin Univ, Perth, WA 6845, Australia',\n",
       " '[Micari, Marina] Northwestern Univ, Acad Support & Learning Adv, 1970 Campus Dr, Evanston, IL 60208 USA; [Pazos, Pilar] Old Dominion Univ, Engn Management & Syst Engn, 2101D Engn Syst Bldg, Norfolk, VA 23529 USA',\n",
       " '[Hsiao, Peng-Wei] Macau Univ Sci & Technol, Dept Fine Arts Digital Media, Macau, Peoples R China; [Su, Chung-Ho] Shu Te Univ, Dept Animat & Game Design, Kaohsiung 824, Taiwan',\n",
       " '[Lee, Donghee; Greer, Sydney E.; Dudley, Andrew T.] Univ Nebraska Med Ctr, Dept Genet Cell Biol & Anat, Omaha, NE 68198 USA; [Kuss, Mitchell A.] Univ Nebraska Med Ctr, Dept Internal Med, Omaha, NE 68198 USA; [An, Yang] Shandong Univ, Cheeloo Coll Med, Jinan 250012, Shandong, Peoples R China',\n",
       " '[Andrews, Madison E.; Borrego, Maura; Boklage, Audrey] Univ Texas Austin, Austin, TX 78712 USA',\n",
       " '[Karahan, Engin] Eskisehir Osmangazi Univ, Dept Curriculum & Instruct, Eskisehir, Turkey; [Kara, Ahmet] Eskisehir Osmangazi Univ, Dept Psychol Counseling & Guidance, Eskisehir, Turkey; [Akcay, Ahmet Oguz] Eskisehir Osmangazi Univ, Dept Elementary Educ, Eskisehir, Turkey',\n",
       " '[Cheng, Li; Antonenko, Pavlo Pasha; Ritzhaupt, Albert D.] Univ Florida, Coll Educ, Sch Teaching & Learning, 2423 Norman Hall,POB 117048, Gainesville, FL 32611 USA; [MacFadden, Bruce] Univ Florida, Florida Museum Nat Hist, Gainesville, FL USA',\n",
       " '[Walker, Justice T.] Univ Texas El Paso, Coll Educ, 500 West Univ Ave, El Paso, TX 79968 USA; [Kafai, Yasmin B.] Univ Penn, Grad Sch Educ, Philadelphia, PA 19104 USA',\n",
       " '[Shin, Myunghwan; Nelson, Frederick Peinado] Calif State Univ Fresno, Dept Liberal Studies, 5005 N Maple Ave,MS ED701, Fresno, CA 93740 USA; [Lee, Jane Jiyoung] Michigan State Univ, CREATE STEM Inst, E Lansing, MI 48824 USA',\n",
       " '[Yang, Xiaotong; Rahimi, Seyedahmad; Shute, Valerie; Kuba, Renata; Smith, Ginny] Florida State Univ, 1114 W Call St, Tallahassee, FL 32306 USA; [Alonso-Fernandez, Cristina] Univ Complutense Madrid, Av Seneca 2, Madrid 28040, Spain',\n",
       " '[Lindsay, Sara M.] Univ Maine, Sch Marine Sci, Orono, ME 04469 USA; [Lindsay, Sara M.] Univ Maine, Maine Ctr Res STEM Educ, Orono, ME 04469 USA',\n",
       " '[Ng, Davy Tsz Kit; Chu, Samuel Kai Wah] Univ Hong Kong, Fac Educ, Pok Fu Lam, Hong Kong, Peoples R China',\n",
       " '[Whitcomb, Kyle M.; Singh, Chandralekha] Univ Pittsburgh, Dept Phys & Astron, Pittsburgh, PA 15260 USA',\n",
       " '[Hansen, Kathryn Strong] Chalmers Univ Technol, Gothenburg, Sweden',\n",
       " '[Sandrone, Stefano; Scott, Gregory] Imperial Coll London, Fac Med, Dept Brain Sci, Computat Cognit & Clin Neuroimaging Lab C3NL, London, England; [Anderson, William J.] Harvard Univ, Dept Stem Cell & Regenerat Biol, Cambridge, MA 02138 USA; [Anderson, William J.] Harvard Stem Cell Inst, Cambridge, MA 02138 USA; [Musunuru, Kiran] Univ Penn, Dept Med, Cardiovasc Inst, Perelman Sch Med, Philadelphia, PA 19104 USA; [Musunuru, Kiran] Univ Penn, Dept Genet, Perelman Sch Med, Philadelphia, PA 19104 USA',\n",
       " '[Liu, Yehe; Rollins, Andrew M.; Jenkins, Michael W.] Case Western Reserve Univ, Dept Biomed Engn, Cleveland, OH 44106 USA; [Levenson, Richard M.; Fereidouni, Farzad] Univ Calif Davis, Med Ctr, Dept Pathol & Lab Med, Sacramento, CA 95817 USA; [Jenkins, Michael W.] Case Western Reserve Univ, Dept Pediat, Cleveland, OH 44106 USA',\n",
       " '[Peeters, Walter] Int Space Univ, F-67400 Illkirch Graffenstaden, France',\n",
       " '[Delahunty, Thomas] Univ Birmingham, Dept Educ & Social Justice, Sch Educ, Birmingham, W Midlands, England; [Delahunty, Thomas] Univ Coll Cork, Sch Educ, Cork, Ireland; [Kimbell, Richard] Goldsmiths Univ London, London, England',\n",
       " '[Hachey, Alyse C.; An, Song A.; Golding, Diane E.] Univ Texas El Paso, Dept Teacher Educ, 500 W Univ Way,EDUC 601D, El Paso, TX 79968 USA',\n",
       " '[Jackson, Andrew; Bartholomew, Scott; Mentzer, Nathan] Purdue Univ, Dept Technol Leadership & Innovat, W Lafayette, IN 47907 USA; [Jackson, Andrew] Univ Georgia, Dept Career & Informat Studies, 850 Coll Stn Rd, Athens, GA 30602 USA; [Godwin, Allison] Purdue Univ, Sch Engn Educ, W Lafayette, IN 47907 USA; [Bartholomew, Scott] Brigham Young Univ, Sch Technol, Provo, UT 84602 USA',\n",
       " '[So, Winnie Wing Mui] Educ Univ Hong Kong, Ctr Educ Environm Sustainabil, Hong Kong, Peoples R China; [So, Winnie Wing Mui] Educ Univ Hong Kong, Dept Sci & Environm Studies, Hong Kong, Peoples R China',\n",
       " '[Rashid, Rafi] Natl Univ Singapore NUS, Integrat Sci & Engn Programme, NUS Grad Sch, Univ Hall,Tan Chin Tuan Wing 04-02, Singapore 119077, Singapore',\n",
       " '[Gouvea, Julia Svoboda] Tufts Univ, Dept Educ, Medford, MA 02155 USA',\n",
       " '[Aguilera, David; Vilchez-Gonzalez, Jose Miguel; Perales-Palacios, Francisco Javier] Univ Granada, Dept Sci Educ, Campus Univ Cartuja S-N, Granada 18071, Spain; [Lupianez, Jose Luis] Univ Granada, Dept Math Educ, Granada 18071, Spain',\n",
       " '[Khamhaengpol, Arunrat; Chuamchaitrakool, Porntip] Sakon Nakhon Rajabhat Univ, Fac Educ, Muang Sakon Nakhon, Thailand; [Sriprom, Malee] Sakon Nakhon Rajabhat Univ, Fac Sci & Technol, Muang Sakon Nakhon, Thailand',\n",
       " '[Boice, Katherine L.; Jackson, Justina R.; Alemdar, Meltem; Rao, Analia E.; Grossman, Sabrina; Usselman, Marion] Georgia Inst Technol, Ctr Educ Integrating Sci Math & Comp, Atlanta, GA 30332 USA',\n",
       " '[Mikhailova, Elena A.; Post, Christopher J.; Xu, Luyao] Clemson Univ, Dept Forestry & Environm Conservat, Clemson, SC 29634 USA; [Schlautman, Mark A.] Clemson Univ, Dept Environm Engn & Earth Sci, Anderson, SC 29625 USA; [Younts, Grayson L.] Clemson Univ, Dept Plant & Environm Sci, Clemson, SC 29634 USA',\n",
       " '[Chondrogiannis, Eleftherios; Symeonaki, Eleni; Loukatos, Dimitrios; Arvanitis, Konstantinos G.] Agr Univ Athens, Dept Nat Resources Management & Agr Engn, Iera Odos 75, Athens 11855, Greece; [Symeonaki, Eleni; Papachristos, Dimitris] Univ West Attica, Dept Ind Design & Prod Engn, Thivon 250 & P Ralli, Egaleo 12244, Greece',\n",
       " '[Adams, Elizabeth L.] North Carolina State Univ, NC State Univ, 317 Poe Hall,Box 7801, Raleigh, NC 27695 USA; [Adams, Elizabeth L.] Southern Methodist Univ, POB 750114, Dallas, TX 75275 USA',\n",
       " '[White, Brittany A.; Miles, Joseph R.; Frantell, Keri A.] Univ Tennessee, Dept Psychol, 410C Austin Peay,1404 Circle Dr, Knoxville, TN 37996 USA',\n",
       " '[Loyalka, Prashant; Shi, Zhaolei] Stanford Univ, Grad Sch Educ, Stanford, CA 94305 USA; [Loyalka, Prashant; Wang, Huan; Khanna, Saurabh; Bhuradia, Ashutosh] Stanford Univ, Freeman Spogli Inst Int Studies, Stanford, CA 94305 USA; [Liu, Ou Lydia; Gu, Lin; Ling, Guangming] Educ Testing Serv, Princeton, NJ 08541 USA; [Li, Guirong; Li, Yanyan] Henan Univ, Sch Educ, Int Ctr Act Res Educ, Kaifeng, Henan, Peoples R China; [Kardanova, Elena; Chirikov, Igor; Federiakin, Denis] Natl Res Univ, Inst Educ, Higher Sch Econ, Moscow, Russia; [Chirikov, Igor] Univ Calif Berkeley, Goldman Sch Publ Policy, Ctr Studies Higher Educ, Berkeley, CA 94720 USA; [Hu, Shangfeng] Sichuan Normal Univ, Fac Educ, Chengdu, Sichuan, Peoples R China; [Yu, Ningning] Jinan Univ, Inst Higher Educ Res, Jinan, Peoples R China; [Ma, Liping] Peking Univ, Grad Sch Educ, Beijing, Peoples R China; [Guo, Fei] Tsinghua Univ, Inst Educ, Beijing, Peoples R China; [Beteille, Tara; Tognatta, Namrata] World Bank, Washington, DC USA',\n",
       " '[Jones, Lewis C. R.; Tyrer, John R.] Loughborough Univ, Wolfson Sch Mech Elect & Mfg Engn, Loughborough LE11 3TU, Leics, England; [McDermott, Hilary J.] Loughborough Univ, Sch Sport Exercise & Hlth Sci, Loughborough, Leics, England; [Zanker, Nigel P.] Loughborough Univ, Loughborough Design Sch, Loughborough, Leics, England',\n",
       " '[Schallert, Stefanie; Lavicza, Zsolt] Johannes Kepler Univ Linz, Dept STEM Educ, Altenberger Str 54, A-4040 Linz, Austria; [Vandervieren, Ellen] Univ Antwerp, Sch Educ, Venusstr 35, B-2000 Antwerp, Belgium',\n",
       " '[Apkarian, Naneh] Arizona State Univ, Sch Math & Stat Sci, Tempe, AZ USA; [Henderson, Charles] Western Michigan Univ, Mallinson Inst Sci Educ, Kalamazoo, MI 49008 USA; [Stains, Marilyne] Univ Virginia, Dept Chem, Charlottesville, VA USA; [Raker, Jeffrey] Univ S Florida, Dept Chem, Tampa, FL 33620 USA; [Johnson, Estrella] Virginia Polytech Inst & State Univ, Dept Math, Blacksburg, VA 24061 USA; [Dancy, Melissa] Univ Colorado, Ctr STEM Learning, Boulder, CO 80309 USA',\n",
       " '[Hwang, Youngsik] Konyang Univ, Nonsan, South Korea',\n",
       " '[Garbin, Fernanda Gobbi de Boer] Fed Univ Pampa UNIPAMPA, Dept Prod Engn, Alegrete, Brazil; [ten Caten, Carla Schwengber] Univ Fed Rio Grande do Sul, Postgrad Program Prod Engn PPGEP, Porto Alegre, RS, Brazil; [Pacheco, Diego Augusto de Jesus] Aarhus Univ, Sch Business & Social Sci Aarhus BSS, Dept Business Dev & Technol BTECH, Herning, Denmark',\n",
       " '[Lachney, Michael; Drazin, Matt; Rich, Kathryn M.] Michigan State Univ, Coll Educ, Educ Psychol & Educ Technol, 620 Farm Ln, E Lansing, MI 48824 USA; [Eglash, Ron] Univ Michigan, Sch Informat, Ann Arbor, MI 48109 USA; [Bennett, Audrey] Univ Michigan, Penny W Stamps Sch Art & Design, Ann Arbor, MI 48109 USA; [Babbitt, William] Rensselaer Polytech Inst, Sci & Technol Studies, Troy, NY USA; [Foy, Lakisha] Hudson Valley Community Coll, Troy, NY USA',\n",
       " '[Price, Edward] Calif State Univ San Marcos, Dept Phys, 333 South Twin Oaks Valley Rd, San Marcos, CA 92096 USA; [Lau, Alexandra C.] Western Michigan Univ, Ctr Res Instruct Change Postsecondary Educ, Kalamazoo, MI 49008 USA; [Goldberg, Fred] San Diego State Univ, Ctr Res Math & Sci Educ, 6475 Alvarado Rd,Suite 206, San Diego, CA 92120 USA; [Turpen, Chandra] Univ Maryland, Dept Phys, 1312 Toll Phys Bldg, College Pk, MD 20742 USA; [Smith, P. Sean] Horizon Res Inc, 326 Cloister Court, Chapel Hill, NC 27514 USA; [Dancy, Melissa] Univ Colorado, Dept Phys, 390 UCB, Boulder, CO 80309 USA; [Robinson, Steve] Tennessee Technol Univ, Dept Phys, Box 5051, Cookeville, TN 38505 USA',\n",
       " '[Ishak, Shahrul Affendi; Din, Rosseni] Univ Kebangsaan Malaysia, Fac Educ, Sci Technol Engn & Math Enculturat Res Ctr, Bangi 43600, Malaysia; [Hasran, Umi Azmah] Univ Kebangsaan Malaysia, Fuel Cell Inst, Bangi, Malaysia',\n",
       " '[Rabin, Jeffrey M.; Eggers, John; Stevens, Laura] Univ Calif San Diego, Dept Math, La Jolla, CA 92093 USA; [Burgasser, Adam] Univ Calif San Diego, Dept Phys, La Jolla, CA 92093 USA; [Bussey, Thomas J.; Weizman, Haim] Univ Calif San Diego, Dept Chem & Biochem, La Jolla, CA 92093 USA; [Lo, Stanley M.] Univ Calif San Diego, Sect Cell & Dev Biol, La Jolla, CA 92093 USA; [Seethaler, Sherry] Univ Calif San Diego, Div Phys Sci, La Jolla, CA 92093 USA',\n",
       " '[Kwon, Hyunkyung; Capraro, Robert M.; Capraro, Mary Margaret] Texas A&M Univ, Dept Teaching Learning & Culture, 4232 TAMU, College Stn, TX 77843 USA',\n",
       " '[Basu, Alo C.; Mruczek, Ryan E. B.] Coll Holy Cross, Dept Psychol, 1 Coll St, Worcester, MA 01610 USA; [Hill, Alexis S.; Mondoux, Michelle A.] Coll Holy Cross, Dept Biol, 1 Coll St, Worcester, MA 01610 USA; [Isaacs, Andre K.] Coll Holy Cross, Dept Chem, 1 Coll St, Worcester, MA 01610 USA; [Narita, Tomohiko] Coll Holy Cross, Dept Phys, 1 Coll St, Worcester, MA 01610 USA',\n",
       " '[Shu, Yu] Natl Taichung Univ Sci & Technol, Ctr Gen Educ, Taichung, Taiwan; [Huang, Tien-Chi] Natl Taichung Univ Sci & Technol, Dept Informat Management, 129,Sec 3,Sanmin Rd, Taichung 40401, Taiwan',\n",
       " '[Mayoral, Jaime; Nunez-Castilla, Janelle] Florida Int Univ, Dept Biol Sci, Miami, FL 33199 USA; [Labonte, Jason W.] Johns Hopkins Univ, Dept Biochem & Biomol Engn, Baltimore, MD 21218 USA; [Labonte, Jason W.] Gettysburg Coll, Dept Chem, Gettysburg, PA 17325 USA; [Briggs, Laura A.; Rumjahn, Sharif M.] Truckee Meadows Community Coll, Dept Biol, Reno, NV 89512 USA; [Gray, Jeffrey J.] Franklin & Marshall Coll, Dept Chem, Lancaster, PA 17603 USA; [Makarevitch, Irina] Hamline Univ, Dept Biol, St Paul, MN 55104 USA; [Vater, Ashley; Siegel, Justin B.] Univ Calif Davis, Genome Ctr, Davis, CA 95616 USA; [Siegel, Justin B.] Univ Calif Davis, Dept Biochem & Mol Med, Davis, CA 95616 USA; [Siegel, Justin B.] Univ Calif Davis, Dept Chem, Davis, CA 95616 USA',\n",
       " '[Almukhambetova, Ainur; Kuzhabekova, Aliya] Nazarbayev Univ, Grad Sch Educ, Nur Sultan, Kazakhstan',\n",
       " '[Ottemo, Andreas] Univ Gothenburg, Dept Educ & Special Educ, POB 300, Gothenburg, Sweden; [Gonsalves, Allison J.] McGill Univ, Dept Integrated Studies Educ, Montreal, PQ, Canada; [Danielsson, Anna T.] Uppsala Univ, Dept Educ, Uppsala, Sweden',\n",
       " '[Race, Alexandra I.] Univ Calif Santa Cruz, Educ, Santa Cruz, CA USA; [De Jesus, Maria] Florida State Univ, Biol Sci, Tallahassee, FL USA; [Beltran, Roxanne S.; Zavaleta, Erika S.] Univ Calif Santa Cruz, Ecol & Evolutionary Biol, Santa Cruz, CA USA',\n",
       " '[Gya, Ragnhild; Bjune, Anne Elisabeth] Univ Bergen, Dept Biol Sci, Bjerknes Ctr Climate Res, Bergen, Norway',\n",
       " '[Lissitsa, Sabina] Ariel Univ, Sch Commun, Ariel, Israel; [Chachashvili-Bolotin, Svetlana] Ruppin Acad Ctr, MA Program Immigrat & Social Integrat, Emek, Israel',\n",
       " '[Melak, Addissie; Singh, Seema] Delhi Technol Univ, Dept Humanities, Delhi 110042, India; [Melak, Addissie] Debre Tabor Univ, Dept Econ, Debre Tabor 6300, Ethiopia',\n",
       " '[Sommers, Amie S.] Univ Nebraska Lincoln, Lincoln, NE 68588 USA; [Richter-Egger, Dana] Univ Nebraska Omaha, Math & Sci Learning Ctr MSLC, Omaha, NE USA; [Richter-Egger, Dana] Univ Nebraska Omaha, Chem, Omaha, NE USA; [Cutucache, Christine E.] Univ Nebraska Omaha, Sci, Omaha, NE USA; [Cutucache, Christine E.] Univ Nebraska Omaha, Biol, Omaha, NE USA; [Cutucache, Christine E.] Univ Nebraska Omaha, STEM Teaching Res & Inquiry Based Learning Ctr, Omaha, NE USA',\n",
       " '[Garces, Josep Marin; Veiga Almagro, Carlos; Di Castro, Mario; Buonocore, Luca Rosario; Masi, Alessandro] CERN, BE CEM Controls Elect & Mechatron Grp, CH-1217 Geneva, Switzerland; [Veiga Almagro, Carlos; Lunghi, Giacomo; Marin Prades, Raul] Jaume I Univ Castellon, Interact Robot Syst Lab, Castellon De La Plana 12006, Spain',\n",
       " '[Yusof, Yusriza Mohamd; Ayob, Afida; Saad, Mohamad Hanif Md] Univ Kebangsaan Malaysia, Fak Kejuruteraan & Alan Bina, Jabatan Kejuruteraan Elekt Elekt & Sistem, Bangi, Malaysia',\n",
       " '[Rahman, S. M. Mizanoor] Univ West Florida, Dept Intelligent Syst & Robot, Pensacola, FL 32514 USA',\n",
       " '[Araya, Roberto] Univ Chile, Inst Educ, Ctr Invest Avanzada Educ, Santiago 8320000, Chile; [Collanqui, Pedro] Minist Educ Peru, Lima 15021, Peru; [Collanqui, Pedro] Univ Nacl Mayor San Marcos, Fac Educ, Lima 15081, Peru',\n",
       " '[Yllana-Prieto, Felix; Jeong, Jin Su; Gonzalez-Gomez, David] Univ Extremadura, Dept Didact Ciencias Expt & Matemat, Caceres 10003, Spain',\n",
       " '[Ruiz-Sarmiento, Jose-Raul; Baltanas, Samuel-Felipe; Gonzalez-Jimenez, Javier] Univ Malaga, Biomed Res Inst Malaga IBIMA, Dept Syst Engn & Automat, Machine Percept & Intelligent Robot Grp MAPIR, Malaga 29071, Spain',\n",
       " '[Estevez-Mauriz, Laura; Baelo, Roberto] Univ Leon, Res Grp Edutools, Fac Educ, Leon 24071, Spain; [Baelo, Roberto] Univ Leon, Dept Gen & Specif Didact & Educ Theory, Fac Educ, Leon 24071, Spain',\n",
       " '[Santangelo, Jessica] Hofstra Univ, 1000 Hempstead Turnpike, Hempstead, NY 11549 USA; [Hobbie, Lawrence; Villa-Cuesta, Eugenia] Adelphi Univ, 1 South Ave, Garden City, NY 11530 USA; [Lee, Jacqueline] Nassau Community Coll, 1 Educ Dr, Garden City, NY 11530 USA; [Pullin, Michael] Queensborough Community Coll, 222-05 56th Ave, Queens, NY 11364 USA; [Hyslop, Alison] St Johns Univ, 8000 Utopia Pkwy, Queens, NY 11439 USA',\n",
       " '[Monkovic, Julia Marie; Jones, Serena Monique; Katyal, Priya; Punia, Kamia; Montclare, Jin Kim] NYU, Tandon Sch Engn, Dept Chem & Biomol Engn, 6 MetroTech Ctr, Brooklyn, NY 11201 USA; [Nicolas, Madeleine] NYU, Tandon Sch Engn, Dept Comp Sci & Engn, 6 MetroTech Ctr, Brooklyn, NY 11201 USA; [Noland, Damon] Urban Assembly Inst Math & Sci Young Women, 283 Adams St, Brooklyn, NY 11201 USA; [Montclare, Jin Kim] NYU, Dept Chem, Coll Arts & Sci, 100 Washington Sq East, New York, NY 10003 USA; [Montclare, Jin Kim] NYU, Coll Dent, Dept Biomat, 443 First Ave, New York, NY 10016 USA; [Montclare, Jin Kim] NYU, Sch Med, Dept Radiol, New York, NY 10016 USA',\n",
       " '[Young, Sheila A.; Newton, Amanda R.] Florida Inst Technol, STEM Educ, Melbourne, FL 32901 USA; [Fowler, Samantha R.; Park, Joo] Florida Inst Technol, Dept Math Sci, Melbourne, FL 32901 USA',\n",
       " '[Wan, Zhi Hong] Educ Univ Hong Kong, Dept Curriculum & Instruct, Hong Kong, Peoples R China; [So, Wing Mui Winnie] Educ Univ Hong Kong, Dept Sci & Environm Studies, 10 Lo Ping Rd, Hong Kong, Peoples R China; [Hu, Weiping] Shaanxi Normal Univ, Ctr Teacher Profess Abil Dev, Xian, Peoples R China',\n",
       " '[Means, Barbara; Young, Viki; Iwatani, Emi] Digital Promise, Learning Sci Res, 2955 Campus Dr, San Mateo, CA 94403 USA; [Wang, Haiwen; Wei, Xin] SRI Educ, 333 Ravenswood Ave, Menlo Pk, CA 94025 USA',\n",
       " '[Pugh-Bernard, Aimee] Univ Colorado, Dept Immunol & Microbiol, Anschutz Med Campus, Aurora, CO USA; [Kenyon, Kristy L.] Hobart & William Smith Coll, Dept Biol, Geneva, NY 14456 USA',\n",
       " '[Koury, Stephen T.; Dey-Rao, Rama] SUNY Buffalo, Dept Biotech & Clin Lab Sci, Buffalo, NY 14260 USA; [Carlin-Menter, Shannon] SUNY Buffalo, Dept Family Med, Buffalo, NY USA; [Kelly, Kimberle] Oak Ridge Associated Univ, Oak Ridge, TN USA',\n",
       " '[Godec, Spela; Archer, Louise] UCL Inst Educ, Dept Educ Practice & Soc, London, England; [Dawson, Emily] UCL, Dept Sci & Technol Studies, London, England',\n",
       " '[Chen, Xieling] Educ Univ Hong Kong, Dept Math & Informat Technol, 10 Lo Ping Rd, Hong Kong, Peoples R China; [Zou, Di] Educ Univ Hong Kong, Dept English Language Educ, 10 Lo Ping Rd, Hong Kong, Peoples R China; [Xie, Haoran] Lingnan Univ, Dept Comp & Decis Sci, 8 Castle Peak Rd, Hong Kong, Peoples R China; [Wang, Fu Lee] Open Univ Hong Kong, Sch Sci & Technol, Ho Man Tin, Kowloon, 30 Good Shepherd St, Hong Kong, Peoples R China',\n",
       " '[Cherrstrom, Catherine A.; Lopez, Omar S.; Ashford-Hanserd, Shetay] Texas State Univ, San Marcos, TX 78666 USA',\n",
       " '[Morales, Danielle Xiaodan] Univ Texas El Paso, Dept Sociol & Anthropol, 500 W Univ Ave, El Paso, TX 79968 USA; [Grineski, Sara Elizabeth] Univ Utah, Dept Sociol, Salt Lake City, UT USA; [Collins, Timothy William] Univ Utah, Dept Geog, Salt Lake City, UT USA',\n",
       " '[Hackman, Salomey Tardy] Beijing Normal Univ, Fac Educ, Beijing, Peoples R China; [Zhang, Danhui; He, Jingwen] Beijing Normal Univ, Collaborat Innovat Ctr Assessment Basic Educ Qual, Beijing, Peoples R China',\n",
       " '[Dolgopolovas, Vladimiras; Dagiene, Valentina] Vilnius Univ, Inst Educ Sci, Univ St 9, LT-01513 Vilnius, Lithuania',\n",
       " '[A. Czocher, Jennifer; Melhuish, Kathleen; Kandasamy, Sindura Subanemy; Roan, Elizabeth] Texas State Univ, Math, San Marcos, TX 78666 USA',\n",
       " '[Mylonas, Georgios] ATHENA Res & Innovat Ctr, Ind Syst Inst, Patras, Greece; [Mylonas, Georgios] Comp Technol Inst & Press Diophantus, Patras, Greece; [Paganelli, Federica] Univ Pisa, Dept Comp Sci, Pisa, Italy; [Paganelli, Federica; Cuffaro, Giovanni] CNIT, Florence, Italy; [Nesi, Ilaria] Gramsci Keynes High Sch, Prato, Italy; [Karantzis, Dionysis] 6th Primary Sch Kaisariani, Athens, Greece',\n",
       " '[Li, Hui; Forbes, Anne] Macquarie Univ, N Ryde, NSW, Australia; [Yang, Weipeng] Singapore Univ Social Sci, Singapore, Singapore',\n",
       " '[Hrynevych, Liliia M.] Borys Grinchenko Kyiv Univ, Acad & Int Affairs, Kiev, Ukraine; [Morze, Nataliia, V; Boiko, Mariia A.] Borys Grinchenko Kyiv Univ, Kiev, Ukraine; [Vember, Viktoriia P.] Borys Grinchenko Kyiv Univ, Fac Informat Technol & Management, Dept Comp Sci & Math, Kiev, Ukraine',\n",
       " '[Kumar, Vasu; Ghoshal, Gourav] Texas A&M Univ, Dept Ind & Syst Engn, College Stn, TX 77843 USA; [Johnson, Michael D.; Nepal, Bimal] Texas A&M Univ, Dept Engn Technol & Ind Distribut, College Stn, TX USA',\n",
       " '[Levin, Laura; Verner, Igor] Technion Israel Inst Technol, Fac Educ Sci & Technol, IL-3200003 Haifa, Israel',\n",
       " '[Kucuk, Zerrin Doganca] Maynooth Univ, Sch Educ, Educ Dept, North Campus, Maynooth, Kildare, Ireland; [Yabas, Defne; Corlu, Mehmet Sencer] Bahcesehir Univ, Ciragan Cad Osmanpasa Mektebi Sk 4-6, Istanbul, Turkey; [Boyaci, Hayriye Sinem] Darussafaka Sch, Darussafaka Mh Darussafaka Cd 5-9, Maslak Sariyer Istanbul, Turkey',\n",
       " '[Kwan, Reggie] Open Univ Hong Kong, Comp Sci, Ho Man Tin, Hong Kong, Peoples R China; [Wong, Billy Tak-Ming] Open Univ Hong Kong, Ho Man Tin, Hong Kong, Peoples R China',\n",
       " '[Albert, Lynal] Tarleton State Univ, Dept Engn & Comp Sci, Stephenville, TX 76402 USA',\n",
       " '[Yean, Aai Sheau; Syrene, Suzieleez; Rahim, Abdul] Univ Malaya, Kuala Lumpur, Malaysia',\n",
       " '[Pajk, Tine] Primary Sch Muta, Solska Ulica 6, Muta 2366, Slovenia; [Van Isacker, Karel] EcologyKM Ltd, 48 Angel Voyvoda Str,Floor 1, Rodopi Municipality 4224, Plovdiv Region, Bulgaria; [Abersek, Boris; Flogie, Andrej] Univ Maribor, Fac Nat Sci & Matemat, Koroska Cesta 160, Maribor 2000, Slovenia; [Flogie, Andrej] Inst Anton Martin Slomsek, Vrbanska 30, Maribor 2000, Slovenia',\n",
       " '[Ahmad, Jamilah; Siew, Nyet Moi] Univ Malaysia Sabah, Fac Psychol & Educ, Kota Kinabalu 88400, Sabah, Malaysia',\n",
       " '[Rodriguez, Sarah L.] Texas A&M Univ Commerce, Higher Educ & Learning Technol, Commerce, TX 75428 USA; [Espino, Maria L.] Iowa State Univ, Sch Educ, Higher Educ Program, Ames, IA USA; [Le, Brian D.] Iowa State Univ, Sch Educ, Sci Bound, Ames, IA USA; [Cunningham, Kelly J.] Univ Virginia, Sch Engn & Appl Sci, Engn Grad Writing Lab, Charlottesville, VA 22903 USA',\n",
       " '[Damekova, S. K.; Shuyushbayeva, N. N.; Ahayeva, G. S.; Kaliyeva, A. K.] Sh Ualikhanov Kokshetau Univ, Kokshetau, Kazakhstan; [Tanasheva, N. K.] EA Buketov Karaganda Univ, Karaganda, Kazakhstan',\n",
       " '[Sagyndykova, Zhailagul] Narxoz Univ, Linguist Ctr, Alma Ata, Kazakhstan; [Sagyndykova, Zhailagul] Narxoz Univ, Int Dev & Partnership Dept, Alma Ata, Kazakhstan; [Gazdiyeva, Bella] Sh Ualikhanov Kokshetau State Univ, Dept Russian Philol & Lib Sci, Kokshetau, Kazakhstan; [Gabdullina, Zarina] Sh Ualikhanov Kokshetau State Univ, Dept English & Teaching Methods, Kokshetau, Kazakhstan; [Akhmetzhanova, Aida] JSC Informat & Analyt Ctr, Dept Analyt Monitoring & Evaluat, Nur Sultan, Kazakhstan; [Mektepbayeva, Damel] Nazarbayev Univ, Dept Dev Innovat Ecosyst, Nur Sultan, Kazakhstan; [Althonayan, Abraham] Brunel Univ London, Operat & Strateg Management, Brunel Business Sch, London, England; [Althonayan, Abraham] Brunel Univ London, Brunel Business Sch, MBA, London, England',\n",
       " '[Ajit, Gloria; Lucas, Terry; Kanyan, Ringah] UNIV MALAYSIA SARAWAK, Fac Appl & Creat Arts, Sarawak, Malaysia',\n",
       " '[Hurley, Amanda; Chevrette, Marc G.; Acharya, Deepa D.; Lozano, Gabriel L.; Garavito, Manuel; Heinritz, Jen; Balderrama, Luis; Beebe, Mara; DenHartog, Martel L.; Corinaldi, Kamiyah; Engels, Renee; Gutierrez, Alyssa; Jona, Orli; Putnam, Josephine H., I; Rhodes, Brody; Pultorak, Joshua; Miller, Sarah; Handelsman, Jo] Univ Wisconsin, Wisconsin Inst Discovery, Madison, WI 53706 USA; [Hurley, Amanda; Chevrette, Marc G.; Acharya, Deepa D.; Lozano, Gabriel L.; Garavito, Manuel; Heinritz, Jen; Balderrama, Luis; Beebe, Mara; DenHartog, Martel L.; Engels, Renee; Jona, Orli; Putnam, Josephine H., I; Pultorak, Joshua; Handelsman, Jo] Univ Wisconsin, Dept Plant Pathol, Madison, WI 53706 USA; [Lozano, Gabriel L.] Boston Childrens Hosp, Div Infect Dis, Boston, MA USA; [Lozano, Gabriel L.] Boston Childrens Hosp, Dept Pediat, Div Gastroenterol, Boston, MA USA; [Lozano, Gabriel L.] Harvard Med Sch, Boston, MA 02115 USA; [Balderrama, Luis] Hamline Univ, Minneapolis, MN USA; [Corinaldi, Kamiyah] Colorado State Univ, Ft Collins, CO 80523 USA; [Gutierrez, Alyssa] Univ Alabama, Tuscaloosa, AL USA; [Rhodes, Brody] Univ West Alabama, Livingston, AL USA; [Tsang, Tiffany] Yale Univ, Dept Mol Cellular & Dev Biol, New Haven, CT USA; [Hernandez, Simon] Univ Rochester, Med Ctr, Rochester, NY 14642 USA; [Bascom-Slack, Carol] Tufts Univ, Dept Med Educ, Boston, MA 02111 USA; [Blum, Jessamina E.] Univ Minnesota, Sch Med, Minneapolis, MN 55455 USA; [Price, Paul A.] Eastern Michigan Univ, Dept Biol, Ypsilanti, MI 48197 USA; [Davis, Debra] Wingate Univ, Dept Biol, Wingate, NC USA; [Klein, Joanna] Univ Northwestern St Paul, Dept Biol & Biochem, St Paul, MN USA; [Sullivan, Nora L.] Citrus Coll, Dept Biol, Glendora, CA USA; [Mouncey, Nigel J.] Joint Genome Inst, Berkeley, CA USA; [Dorrestein, Pieter C.] Univ Calif San Diego, Skaggs Sch Pharm & Pharmaceut Sci, Collaborat Mass Spectrometry Innovat Ctr, La Jolla, CA 92093 USA; [Broderick, Nichole A.] Univ Connecticut, Dept Mol & Cell Biol, Mansfield, CT 06269 USA; [Broderick, Nichole A.] Johns Hopkins Univ, Dept Biol, Baltimore, MD 21218 USA',\n",
       " '[Marcone Flores, Giancarlo] Univ Ingn & Tecnol UTEC, Direcc Humanidad Artes & Ciencias Sociales, Ctr Impacto & Responsabilidad Social CIRSO, Jr Medrano Silva 165, Lima, Peru',\n",
       " '[Hubbard, Katharine] Univ Hull, Dept Biol & Marine Sci, Kingston Upon Hull HU6 7RX, N Humberside, England',\n",
       " '[Tanase, S., I] Stefan Cel Mare Natl Coll, Dept Phys, Suceava 720007, Romania; [Tanase, S., I] Stefan Cel Mare Univ, MANSiD Res Ctr, Suceava 720229, Romania; [Tanase, S., I; Tanase, D.] Spiru Haret Comp Sci Natl Coll, Dept Phys, Suceava 720238, Romania; [Buga, E. M.] Saxion Univ Appl Sci, Creat Media & Game Technol, MH Tromplaan 28, NL-7513 AB Enschede, Netherlands; [Poienariu, L.] Stefan Cel Mare Univ, Fac Elect Engn & Comp Sci, Suceava 720229, Romania',\n",
       " '[Bogdan Toma, Radu] Univ Burgos, Dept Didact Especif, Burgos, Spain; [Garcia-Carmona, Antonio] Univ Seville, Dept Didact Ciencias Expt & Sociales, Seville, Spain',\n",
       " '[Fort, Margherita; Monfardini, Chiara] Univ Bologna, Dept Econ, Bologna, Italy; [Fort, Margherita; Monfardini, Chiara] IZA, Bonn, Germany; [Monfardini, Chiara] CHILD CCA, Turin, Italy; [Chise, Diana] European Cent Bank, Directorate Gen Informat Syst, Frankfurt, Germany; [Fort, Margherita] FBK IRVAPP, Trento, Italy; [Fort, Margherita] CESifo, Munich, Germany',\n",
       " '[Buturlina, Oksana] Dnipro Acad Continuing Educ, Dnipropetrovsk Reg Council, Dept Informat & Educ Projects Management, Dnipro, Ukraine; [Buturlina, Oksana] Dnipro Acad Continuing Educ, Dnipropetrovsk Reg Council, Communal Inst Higher Educ, Dnipro, Ukraine; [Dovhal, Serhii] Dnipro Acad Continuing Educ, Dnipropetrovsk Reg Council, Communal Inst Higher Educ, Dept Informat & Educ Projects Management, Dnipro, Ukraine; [Hryhorov, Heorhii] Dnipro Acad Continuing Educ, Dnipropetrovsk Reg Council, Communal Inst Higher Educ, Dept Nat & Math Educ, Dnipro, Ukraine; [Lysokolenko, Tetiana] Dnipro Acad Continuing Educ, Dnipropetrovsk Reg Council, Communal Inst Higher Educ, Dept Philosophy, Dnipro, Ukraine; [Palahuta, Vadym] Natl Met Acad Ukraine, Philosoph Sci, Dnipro, Ukraine; [Palahuta, Vadym] Natl Met Acad Ukraine, Dept Engn Pedag, Dnipro, Ukraine',\n",
       " '[Silva-Diaz, Francisco; Carrillo-Rosua, Javier; Antonio Fernandez-Plaza, Jose] Univ Granada, Granada, Spain; [Carrillo-Rosua, Javier] Inst Andaluz Ciencias Tierra CSIC UGR, Granada, Spain',\n",
       " '[Knight, Gillian L.] Aston Univ, Ctr Innovat Learning & Educ CILE, Sch Engn & Appl Sci, Birmingham, W Midlands, England',\n",
       " '[Arabit Garcia, Javier; Prendes Espinosa, Maria Paz; Serrano Sanchez, Jose Luis] Univ Murcia, Murcia, Spain',\n",
       " '[Ferrada Ferrada, Cristian Andres; Carrillo Rosua, Francisco Javier] Univ Granada, Granada, Spain; [Antonio Diaz-Levicoy, Danilo] Univ Catolica Maule, Talca, Maule, Chile',\n",
       " '[Hamilton, Miriam] Univ Limerick, Mary Immaculate Coll, Limerick, Ireland',\n",
       " '[Tsai, Liang-Ting] Tzu Chi Univ, Inst Educ, 701 Zhongyang Rd,Sec 3, Hualien 97004, Taiwan; [Tsai, Liang-Ting] Tzu Chi Univ, Ctr Teacher Educ, 701 Zhongyang Rd,Sec 3, Hualien 97004, Taiwan; [Chang, Cheng-Chieh] Natl Taiwan Ocean Univ, Taiwan Marine Educ Ctr, Inst Educ, Keelung, Taiwan; [Chang, Cheng-Chieh] Natl Taiwan Ocean Univ, Ctr Teacher Educ, Keelung, Taiwan; [Cheng, Hao-Ti] Natl Taiwan Ocean Univ, Inst Educ, 2 Beining Rd, Keelung 202, Taiwan',\n",
       " '[Yucelyigit, Secil] TED Univ, Educ Fac, Dept Elementary Educ, Early Childhood Educ Ankara, Ankara, Turkey; [Toker, Zerrin] TED Univ, Educ Fac, Dept Math & Sci Educ, Ankara, Turkey',\n",
       " '[Ling, Loh Su] Sekolah Menengah Kebangsaan Perempuan Sandakan, Sandakan 90000, Sabah, Malaysia; [Pang, Vincent; Lajium, Denis] Univ Malaysia Sabah, Jalan UMS, Kota Kinabalu 88400, Sabah, Malaysia',\n",
       " '[McIntyre, Miranda M.] Calif State Univ San Bernardino, 5500 Univ Pkwy, San Bernardino, CA 92407 USA; [Gundlach, Jessica L.] Ball State Univ, Muncie, IN 47306 USA; [Graziano, William G.] Purdue Univ, W Lafayette, IN 47907 USA',\n",
       " '[Gonzalez-Pena, Omar Israel; Rodriguez-Masegosa, Rodolfo; Rodriguez-Lara, Blas Manuel] Tecnol Monterrey, Escuela Ingn & Ciencias, Ave Eugenio Garza Sada 2501, Monterrey 64849, NL, Mexico; [Moran-Soto, Gustavo] Inst Tecnol Durango, Dept Basic Sci, Blvd Felipe Pescador 1830, Durango 34080, Dgo, Mexico',\n",
       " '[Gonzalez-Pena, Omar Israel] Tecnol Monterrey, Sch Engn & Sci, Av Eugenio Garza Sada Sur 2501, Monterrey 64849, Mexico; [Pena-Ortiz, Maria Olivia] Univ Guadalajara, Univ Ctr Exact Sci & Engn, Dept Chem, Blvd M Garcia Barragan 1451, Guadalajara 44430, Mexico; [Moran-Soto, Gustavo] Inst Tecnol Durango, Dept Basic Sci, Blvd Felipe Pescador 1830, Durango 34080, Mexico',\n",
       " '[Nasri, Nurfarahin; Rahimi, Nik Mohd; Nasri, Nurfaradilla Mohamad; Abd Talib, Mohamad Asyraf] Univ Kebangsaan Malaysia, Fac Educ, Bangi 43600, Selangor, Malaysia',\n",
       " '[Tselegkaridis, Sokratis; Sapounidis, Theodosios] Int Hellen Univ IHU, Dept Informat & Elect Engn, Thessaloniki 57400, Greece',\n",
       " '[Hali, Ali Usman; Aslam, Sarfraz; Zhang, BaoHui] Shaanxi Normal Univ, Sch Educ, 199 South Changan Rd, Xian 710062, Peoples R China; [Saleem, Atif] Zhejiang Normal Univ, Coll Educ & Human Dev, Coll Teacher Educ, Jinhua 321004, Zhejiang, Peoples R China',\n",
       " '[Felder, Richard M.] North Carolina State Univ, Chem Engn, Raleigh, NC 27695 USA',\n",
       " '[Greca, Ileana M.; Ortiz-Revilla, Jairo] Univ Burgos, Fac Educ, Dept Didact Especif, Burgos, Spain; [Arriassecq, Irene] Univ Nacl Ctr Prov Buenos Aires, Fac Ciencias Exactas, ECienTec, Buenos Aires, DF, Argentina',\n",
       " '[Amo, Daniel] Ramon Llull Univ, Dept Engn, Grp Res GRETEL, Barcelona 08022, Spain; [Fox, Paul] Ramon Llull Univ, Dept Management, Grp Res GRETEL, Barcelona 08022, Spain; [Fonseca, David] Ramon Llull Univ, Dept Architecture, Grp Res GRETEL, Barcelona 08022, Spain; [Poyatos, Cesar] Autonomous Univ Madrid, Didact & Theory Educ Dept, Grp Res EDI, Madrid 28049, Spain',\n",
       " '[Calatrava Arroyo, Amanda; Ramos Montes, Marcos; Segrelles Quilis, J. Damian] Univ Politecn Valencia UPV, Inst Instrumentac Imagen Mol I3M, Valencia 46022, Spain',\n",
       " '[Chasteen, Stephanie] Univ Colorado Boulder, Boulder, CO 80309 USA',\n",
       " '[Mutambara, David] Univ Zululand, Richards Bay, South Africa; [Mutambara, David; Bayaga, Anass] Nelson Mandela Univ, Port Elizabeth, South Africa',\n",
       " '[Mayorova, Vera, I; Grishko, Dmitriy A.; Leonov, Victor V.] Bauman Moscow State Tech Univ, Moscow, Russia',\n",
       " '[Wu, Yufei; Koszalka, Tiffany A.] Syracuse Univ, 259 Huntington Hall, Syracuse, NY 13244 USA; [Cheng, Jiaming] Texas Tech Univ, Coll Educ, Ctr Innovat eLearning, Lubbock, TX 79407 USA',\n",
       " '[Klutsch, Cornelya F. C.; Wikan, Anne; Gonzalez, Victoria; Hagen, Snorre B.] Norwegian Inst Bioecon Res, NIBIO Div Environm & Nat Resources, As, Norway; [Aspholm, Paul Eric; Bjorn, Tor-Arne] Norwegian Inst Bioecon Res, NIBIO Div Forest & Forest Resources, As, Norway; [Polikarpova, Natalia] Pasvik State Nat Reserve, Rayakosky, Russia; [Veisblium, Olga] Kandalaksha State Nat Reserve, Kandalaksha, Russia',\n",
       " '[Gong, Hee Jung] Univ Georgia, Inst Higher Educ, Athens, GA 30602 USA; [Park, Hyeri] Mokpo Natl Maritime Univ, Ctr Educ Qual Management, Mokpo, South Korea; [Hagood, Thomas Chase] Univ Georgia, Div Acad Enhancement, Athens, GA 30602 USA',\n",
       " '[Apple, Michael W.] Beijing Normal Univ, Educ, Beijing, Peoples R China; [Apple, Michael W.] Univ Wisconsin, Curriculum & Instruct & Educ Policy Studies, Madison, WI USA',\n",
       " '[Huang, Wen] Arizona State Univ, Engn Educ Syst & Design, Polytech Sch, Ira A Fulton Sch Engn, Mesa, AZ 85281 USA; [Roscoe, Rod D.; Craig, Scotty D.] Arizona State Univ, Polytech Sch, Human Syst Engn, Ira A Fulton Sch Engn, Mesa, AZ USA; [Johnson-Glenberg, Mina C.] Arizona State Univ, Dept Psychol, Tempe, AZ 85287 USA',\n",
       " '[Stiemsma, Leah T.; Davis, Stephen D.; Brewster, Jay L.] Pepperdine Univ, Div Nat Sci, Malibu, CA 90265 USA',\n",
       " '[Sabat, Mira] Univ Balamand, Dept Math, El Koura, Lebanon; [Abdel-Massih, Roula M.] Univ Balamand, Dept Biol, El Koura, Lebanon; [Kanaan, Amjad] Univ Balamand, Biomed Sci, El Koura, Lebanon; [Salloum, Sara] Univ Balamand, Dept Educ, El Koura, Lebanon; [Serhan, Mireille] Univ Balamand, Dept Nutr Sci, El Koura, Lebanon; [Fares, Roula] Univ Balamand, Issam Fares Fac Technol, El Koura, Lebanon; [Haddad, Nicolas] Univ Balamand, Dept Comp Engn, El Koura, Lebanon; [Melki, Antoine] Univ Balamand, Dept Comp Sci, El Koura, Lebanon',\n",
       " '[Nguyen, Andrew V.; Orlofsky, Amos; Pubill, Kaylynn; Tawde, Mangala; Li, Gaozhen; Mata, Diana; Bermudes, Oscar; Fernandez, Miguel; Santana, Jonathan; Kim, Woochul; Chimbay, Enzon; Kim, Yeeun; Nguyen, Trieu; Fox, Malcolm] CUNY, Queensborough Community Coll, Dept Biol Sci & Geol, Bayside, NY 11364 USA; [Eralte, Janelly] Mercy Coll, Dept Nat Sci, Dobbs Ferry, NY 10522 USA; [Metz, Molly; Smyth, Davida S.] New Sch, Eugene Lang Coll Liberal Arts, Dept Nat Sci & Math, New York, NY USA; [Panzeca, Caterina] SUNY Maritime Coll, Dept Sci, New York, NY USA; [Khan, Mazhar I.] Coll Agr Hlth & Nat Resources, Dept Pathobiol & Vet Sci, Storrs, CT USA',\n",
       " '[Olson, Joann S.] Univ Houston Victoria, Adult & Higher Educ, Victoria, TX 77901 USA; [Nayar-Bhalerao, Sneha] Univ Houston Victoria, Counselor Educ, Victoria, TX USA',\n",
       " '[Borman, Lisa; Strimel, Greg J.; Krause, Liesl] Purdue Univ, W Lafayette, IN 47907 USA',\n",
       " '[Rushton, Elizabeth A. C.; King, Heather] Kings Coll London, Sch Educ Commun & Soc, Waterloo Bridge Wing,Franklin Wilkins Bldg, London SE1 9HN, England',\n",
       " '[Li, Yeping] Texas A&M Univ, College Stn, TX 77843 USA',\n",
       " '[Diaz, Noemi V. Mendoza; Barhate, Bhagyashree; Johnston, Austin; Jabarkhail, Sami] Texas A&M Univ, Dept Educ Adm & Human Resources, College Stn, TX 77843 USA',\n",
       " '[Chung, Chih-Chao] Natl Pingtung Univ Sci & Technol, Gen Res Serv Ctr, Pingtung 91201, Taiwan; [Huang, Shu-Lan] Pingtung Cty Ping Rong High Sch, Dept Comp Sci, Pingtung 90052, Taiwan; [Cheng, Yuh-Ming] SHU TE Univ, Dept Comp Sci & Informat Engn, Kaohsiung 82445, Taiwan; [Lou, Shi-Jer] Natl Pingtung Univ Sci & Technol, Grad Inst Technol & Vocat Educ, Pingtung 91201, Taiwan',\n",
       " '[Hockicko, Peter; Tarjanyiova, Gabriela] Univ Zilina, Fac Elect Engn & Informat Technol, Zilina, Slovakia',\n",
       " 'China',\n",
       " '[Manh-Toan Ho; Viet-Phuong La; Minh-Hoang Nguyen; Quan-Hoang Vuong] Phenikaa Univ, Ctr Interdisciplinary Social Res, Yen Nghia Ward, Hanoi 100803, Vietnam; [Manh-Toan Ho; Viet-Phuong La; Minh-Hoang Nguyen; Ha-My Vuong] Vuong & Associates, AI Social Data Lab, Hanoi 100000, Vietnam; [Thanh-Hang Pham] Hanoi Univ, Fac Management & Tourism, Hanoi 100803, Vietnam; [Thanh-Hang Pham; Anh-Duc Hoang] RMIT Vietnam Univ, Sch Business & Management, Hanoi 100000, Vietnam; [Thu-Trang Vuong] Sci Po Paris, 27 Rue St Guillaume, F-75007 Paris, France; [Hung-Hiep Pham] Phu Xuan Univ, Ctr Res & Practice Educ, Hue 49000, Vietnam; [Hung-Hiep Pham; Anh-Duc Hoang] EdLab Asia Educ Res & Dev Ctr, Hanoi 100000, Vietnam',\n",
       " '[Tam, Hau-lin; Chan, Angus Yuk-fung; Lai, Oscar Long-hin] City Univ Hong Kong, Dept Social & Behav Sci, Hong Kong, Peoples R China',\n",
       " '[Valovicova, Lubomira; Ondruska, Jan; Zelenicky, Lubomir] Constantine Philosopher Univ Nitra, Fac Nat Sci, Dept Phys, Tr A Hlinku 1, Nitra 94974, Slovakia; [Chytry, Vlastimil] Univ JE Purkyne, Fac Educ, Dept Presch & Primary Educ, Usti Nad Labem 40001, Czech Republic; [Medova, Janka] Constantine Philosopher Univ Nitra, Fac Nat Sci, Dept Math, Tr A Hlinku 1, Nitra 94974, Slovakia',\n",
       " '[Bassachs, Marcel] Univ Girona, Dept Pedag, Girona 17004, Spain; [Canabate, Dolors; Nogue, Lluis] Univ Girona, Dept Specif Didact, Girona 17004, Spain; [Canabate, Dolors; Nogue, Lluis; Colomer, Jordi] Univ Girona, Inst Sci Educ, Teaching Innovat Networks Reflect & Cooperat Lear, Girona 17003, Spain; [Serra, Teresa; Colomer, Jordi] Univ Girona, Dept Phys, Girona 17003, Spain; [Bubnys, Remigijus] Siauliai Univ, Inst Educ, 25 Visinskio St, LT-76351 Shiauliai, Lithuania',\n",
       " '[Gopal, K.; Salim, N. R.; Ayub, A. F. M.] Univ Putra Malaysia, Inst Math Res, Seri Kembangan, Malaysia; [Ayub, A. F. M.] Univ Putra Malaysia, Fac Educ Studies, Seri Kembangan, Malaysia',\n",
       " 'Aggie STEM, College Stn, TX USA; Texas A&M Univ, College Stn, TX USA',\n",
       " '[Ingram, Erin] Univ Nebraska, Inst Agr & Nat Resources Sci Literacy Initiat, Lincoln, NE 68583 USA; [Keshwani, Jenny] Univ Nebraska, Dept Biol Syst Engn, Lincoln, NE 68583 USA',\n",
       " '[Hempel, Byron; Blowers, Paul] Univ Arizona, Chem & Environm Engn, Tucson, AZ 85721 USA; [Kiehlbaugh, Kasi] Univ Arizona, Coll Engn, Tucson, AZ 85721 USA',\n",
       " '[Ralls, Deborah; Bianchi, Lynne] Univ Manchester, Fac Sci & Engn, Sci & Engn Educ Res & Innovat Hub, Manchester M13 9PL, Lancs, England; [Choudry, Sophina] Univ Manchester, Manchester Inst Educ, Manchester M13 9PL, Lancs, England',\n",
       " '[Anderson Quarderer, Nathan; McDermott, Mark A.] Univ Iowa, Iowa City, IA 52242 USA',\n",
       " '[Li, Shan; Zheng, Juan] McGill Univ, Dept Educ & Counselling Psychol, Montreal, PQ H3A 1Y2, Canada; [Du, Hanxiang; Xing, Wanli] Univ Florida, Coll Educ, Sch Teaching & Learning, Gainesville, FL 32611 USA; [Chen, Guanhua] Concord Consortium, Concord, MA 01742 USA; [Xie, Charles] Inst Future Intelligence, Natick, MA 01760 USA',\n",
       " '[Pagano, Lauren C.; Haden, Catherine A.] Loyola Univ, Dept Psychol, Chicago, IL 60660 USA; [Uttal, David H.] Northwestern Univ, Dept Psychol, Evanston, IL 60208 USA',\n",
       " '[Tomblin, David; Mogul, Nicole] Univ Maryland, Coll Pk Scholars Sci Technol & Soc Program, College Pk, MD 20742 USA',\n",
       " '[Smith, Dorothy V.] Univ New England, Sch Educ, Dept STEM Educ, Armidale, NSW 2351, Australia',\n",
       " '[Wen, Yun] Nanyang Technol Univ, Natl Inst Educ, Singapore, Singapore',\n",
       " '[Blustein, David L.; Erby, Whitney; Meerkins, Tera; Soldz, Isaac; Ezema, Gabriel Nnamdi] Boston Coll, Dept Counseling Dev & Educ Psychol, Campion 315, Chestnut Hill, MA 02467 USA',\n",
       " '[King, Hunter C.; Lewis, Heather L. J.; Payan, Julio; Fischer, Aaron J.] Univ Utah, 1238 E Fenway Ave,Unit 2, Salt Lake City, UT 84102 USA; [Bella, Zachary] Univ Wisconsin, Milwaukee, WI 53201 USA',\n",
       " '[Juskeviciene, Anita; Stupuriene, Gabriele; Jevsikova, Tatjana] Vilnius Univ, Inst Data Sci & Digital Technol, Akad Str 4, LT-08412 Vilnius, Lithuania',\n",
       " '[Rodriguez, Alberto J.; Shim, Soo Won] Purdue Univ, Coll Educ, Dept Curriculum & Instruct, 100 N Univ St, W Lafayette, IN 47907 USA',\n",
       " \"[O'Hara, Robert M.] Clemson Univ, Dept Educ & Human Dev, 101 Gantt Cr, Clemson, SC 29631 USA\",\n",
       " '[Song, Huan] Beijing Normal Univ, Inst Teacher Educ, Beijing, Peoples R China; [Zhou, Mingming] Univ Macau, Fac Educ, Av Univ, Taipa, Macao, Peoples R China',\n",
       " '[Chow, Stephen Cheuk Fai; So, Winnie Wing Mui] Educ Univ Hong Kong, Dept Sci & Environm Studies, Hong Kong, Peoples R China; [Chow, Stephen Cheuk Fai] Educ Univ Hong Kong, Ctr Educ Environm Sustainabil, Hong Kong, Peoples R China',\n",
       " '[Gonzalez-Nieto, Noe Abraham; Ching-Chiang, Lay-Wah Carolina; Fernandez-Cardenas, Juan Manuel; Reynaga-Pena, Cristina G.; Santamaria-Cid-de-Leon, David] Tecnol Monterrey, Escuela Humanidades & Educ, Ave Eugenio Garza Sada 2501, Monterrey 64849, Nuevo Leon, Mexico; [Diaz-de-Leon-Lastras, Alejandra; Cortes Capetillo, Azael Jesus] Tecnol Monterrey, Escuela Ingn & Ciencias, Ave Eugenio Garza Sada 2501, Monterrey 64849, Nuevo Leon, Mexico',\n",
       " 'China',\n",
       " '[Wolf, Vanessa; Hsiao, Valerie; Min, Ashley; Ashcroft, Jared] Pasadena City Coll, Pasadena, CA 91106 USA; [Rodriguez, Brandon] NASA Educ, Jet Prop Lab, Pasadena, CA USA; [Mayorga, Jill] Aspire Pacific Acad, Huntington Pk, CA USA',\n",
       " '[Anderson, Ashlyn E.] Univ Alabama Birmingham, Dept Cell Dev & Integrat Biol, Birmingham, AL USA; [Justement, Louis B.; Bruns, Heather A.] Univ Alabama Birmingham, Dept Microbiol, 845 19th St South,BBRB 273B, Birmingham, AL 35294 USA',\n",
       " '[Wannapiroon, Naphong; Petsangsri, Sirirat] King Mongkuts Inst Technol Ladkrabang, Bangkok, Thailand',\n",
       " '[Nurtanto, Muhammad] Univ Sultan Ageng Tirtayasa, Dept Mech Engn Educ, Jl Raya Jakarta Km 4, Banten, Indonesia; [Sudira, Putu] Yogyakarta State Univ, Grad Sch, Tech & Vocat Educ, Jl Colombo 1, Yogyakarta, Indonesia; [Kholifah, Nur] Yogyakarta State Univ, Dept Culinary & Fash Educ, Jl Colombo 1, Yogyakarta, Indonesia; [Samsudin, Achmad] Univ Pendidikan Indonesia, Dept Phys Educ, Jl Dr Setiabudi 229, Kota Bandung 40154, Jawa Barat, Indonesia; [Warju, Warju] Univ Negeri Surabaya, Fac Engn, Dept Mech Engn, Jl Ketintang, Surabaya 60213, Indonesia',\n",
       " '[Nguyen Thi Thu Thuy] Pham Dong Univ, Dept Phys Educ, Fac Sci Educ, Quangngai, Vietnam; [Nguyen Van Bien; Duong Xuan Quy] Hanoi Natl Univ Educ, Fac Phys, Dept Phys Educ, Hanoi, Vietnam',\n",
       " '[Sulaeman, Nurul Fitriyah] Mulawarman Univ, Fac Teacher Training & Educ, Dept Phys Educ, Samarinda, Indonesia; [Putra, Pramudya Dwi Aristya] Jember Univ, Fac Teacher Training & Educ, Dept Sci Educ, Jember, Indonesia; [Mineta, Ippei; Hakamada, Hiroki] Shizuoka Univ, Grad Sch Educ, Dept Sci Educ, Shizuoka, Japan; [Takahashi, Masahiro; Ide, Yuhsuke] Shizuoka Fuzoku Jr High Sch, Shizuoka, Japan; [Kumano, Yoshisuke] Shizuoka Univ, Grad Sch Sci Informat & Technol, Dept Sci Educ, Shizuoka, Japan',\n",
       " '[Cervone, Daniel; Mercurio, Lara] Univ Illinois, Dept Psychol, 1007 West Harrison St, Chicago, IL 60607 USA; [Lilley, Carmen] Univ Illinois, Dept Mech & Ind Engn, Chicago, IL 60607 USA',\n",
       " '[Chai, Ching Sing; Jong, Morris Siu-Yung] Chinese Univ Hong Kong, Dept Curriculum & Instruct, Shatin, Hong Kong, Peoples R China; [Chai, Ching Sing; Jong, Morris Siu-Yung] Chinese Univ Hong Kong, Ctr Learning Sci & Technol, Shatin, Hong Kong, Peoples R China; [Rahmawati, Yuli] Univ Negeri Jakarta, Dept Chem Educ, Jakarta 13320, Indonesia',\n",
       " '[Christopoulos, Athanasios; Laakso, Mikko-Jussi] Univ Turku, Ctr Learning Analyt, Dept Future Technol, Turku 20014, Finland; [Pellas, Nikolaos] Univ Western Macedonia, Dept Commun & Digital Media, Kastoria 52100, Greece',\n",
       " '[Gonzalez-Tablas, Ana I.; Planet Palomino, Alvaro] Univ Carlos III Madrid, Comp Sci & Engn Dept, Avda Univ 30, Leganes 28911, Spain; [Gonzalez Vasco, Maria I.] Univ Rey Juan Carlos, Mat Sci & Engn & Elect Technol, Dept Appl Math, Calle Tulipan S-N, Mostoles 28933, Spain; [Cascos, Ignacio] Univ Carlos III Madrid, Dept Stat, Avda Univ 30, Leganes 28911, Spain; [Cascos, Ignacio] Univ Carlos III Madrid, UC3M Santander IBiDat, Avda Univ 30, Leganes 28911, Spain',\n",
       " '[Nguyen, Thi Phuoc Lai] Asian Inst Technol, Sch Environm Resources & Dev, Dept Dev & Sustainabil, Pathum Thani 12120, Thailand; [Nguyen, Thi Huy; Tran, Thanh Khiet] Minist Educ & Training, Hanoi 100000, Vietnam',\n",
       " 'China',\n",
       " '[Lin, Qiao; Yin, Yue; Hadad, Roxana] Univ Illinois, 1040 West Harrison St, Chicago, IL 60607 USA; [Tang, Xiaodan] Northwestern Univ, 625 Michigan Ave, Chicago, IL 60611 USA; [Hadad, Roxana] NE Illinois Univ, 5500 North St Louis Ave, Chicago, IL 60625 USA; [Hadad, Roxana] Univ Calif Los Angeles, 405 Hilgard Ave, Los Angeles, CA 90095 USA; [Zhai, Xiaoming] Univ Georgia, 110 Carlton St, Athens, GA 30602 USA',\n",
       " '[Evans, Tanya; Novak, Julia; Thomas, Mike] Univ Auckland, Dept Math, Auckland, New Zealand; [Klymchuk, Sergiy; Murphy, Priscilla E. L.] Auckland Univ Technol, Dept Math Sci, Auckland, New Zealand; [Stephens, Jason] Univ Auckland, Sch Learning Dev & Profess Practice, Auckland, New Zealand',\n",
       " '[Li, Xiaoshan] Beijing Normal Univ, Fac Educ, Smart Learning Inst, Sch Educ Technol, Xinjiekouwai St, Beijing 100875, Peoples R China; [Wang, Wenjing] Beijing Normal Univ, Sch Syst Sci, Xinjiekouwai St, Beijing 100875, Peoples R China',\n",
       " '[Robertson, Amy D.; Gray, Kara E.; Lovegren, Clarissa E.; Killough, Kathryn L.; Wenzinger, Scott T.] Seattle Pacific Univ, Dept Phys, Seattle, WA 98119 USA; [Robertson, Amy D.; Gray, Kara E.; Lovegren, Clarissa E.; Killough, Kathryn L.; Wenzinger, Scott T.] Birmingham Community Charter High Sch, Encino, CA 91406 USA',\n",
       " '[Tsinajinie, Garrison; Kirboyun, Sevgi; Hong, Sunggye] Univ Arizona, Dept Disabil & Psychoeduc Studies, Tucson, AZ 85721 USA',\n",
       " '[Villanueva Baselga, Sergio] Univ Barcelona, Dept Lib & Informat Sci & Audiovisual Commun, Carrer Melcior de Palau 140, Barcelona 08014, Spain; [Villanueva Baselga, Sergio] Univ Barcelona, Ctr Res Informat Commun & Culture CRICC, Carrer Melcior de Palau 140, Barcelona 08014, Spain; [Marimon Garrido, Oriol; Gonzalez Buron, Helena] Big Van Ciencia, Avinguda St Ferran 25, Cornella De Llobregat 08940, Spain',\n",
       " '[Yildirim, Bekir] Mus Alparslan Univ, Fac Educ, Dept Math & Sci Educ, TR-49250 Mus, Turkey',\n",
       " '[Ceyhan, Gaye D.] Bogazici Univ, Dept Math & Sci Educ, Istanbul, Turkey; [Tillotson, John W.] Syracuse Univ, Dept Sci Teaching, Syracuse, NY 13244 USA',\n",
       " '[Maiorca, Cathrine] Calif State Univ Long Beach, Elementary Math Educ, Long Beach, CA 90840 USA; [Mohr-Schroeder, Margaret J.] Univ Kentucky, STEM Educ, Lexington, KY USA',\n",
       " '[Utley, Juliana; Ivey, Toni; Cribbs, Jennifer] Oklahoma State Univ, Sch Teaching Learning & Educ Sci, Stillwater, OK 74078 USA',\n",
       " '[Anwar, Saira] Univ Florida, Dept Engn Educ, Nucl Sci Bldg, Gainesville, FL 32611 USA; [Menekse, Muhsin] Purdue Univ, Sch Engn Educ, Dept Curriculum & Instruct, W Lafayette, IN 47907 USA',\n",
       " '[Conde, Miguel A.; Rodriguez-Sedano, Francisco J.] Univ Leon, Robot Res Grp, Leon, Spain; [Fernandez-Llamas, Camino] Univ Leon, Leon, Spain; [Goncalves, Jose; Lima, Jose] Inst Politecn Braganca, Braganca, Portugal; [Garcia-Penalvo, Francisco J.] Univ Salamanca, Salamanca, Spain',\n",
       " '[Boeve-de Pauw, Jelle; Ardies, Jan; Hens, Katrien; Wullemen, Ann; van de Vyver, Yannick; Rydant, Tom; De Spiegeleer, Lotje; Verbraeken, Hanne] Univ Antwerp, Fac Social Sci, Dept Training & Educ Sci, Res Unit Edubron, Prinsstr 13, B-2000 Antwerp, Belgium; [Boeve-de Pauw, Jelle; Ardies, Jan; Hens, Katrien] Karel de Grote Univ Apllied Sci & Arts, Fac Teacher Training, Expertise Ctr Urban Educ, Brusselstr 45, B-2018 Antwerp, Belgium; [Ardies, Jan] AP Univ Appl Sci, Dept Educ & Training, Lange Nieuwstr 101, B-2000 Antwerp, Belgium',\n",
       " '[Bertram, Lara] Max Planck Inst Human Dev, MPRG iSearch, Berlin, Germany; [Bertram, Lara] Fac Hlth & Med Sci, Sch Psychol, Guildford, Surrey, England',\n",
       " '[Geesa, Rachel Louise] Ball State Univ, Educ Leadership, Muncie, IN 47306 USA; [Stith, Krista M.] Ball State Univ, Ctr Gifted Studies & Talent Dev, Muncie, IN 47306 USA; [Rose, Mary A.] Ball State Univ, Educ Studies, Muncie, IN 47306 USA',\n",
       " '[Lee, Hyonyong] Kyungpook Natl Univ, Dept Earth Sci Educ, Daegu, South Korea; [Ham, Hyungin] Suwanhana Middle Sch, Gwangju, South Korea; [Kwon, Hyuksoo] Kongju Natl Univ, Dept Technol & Home Econ Educ, Gongju, South Korea',\n",
       " '[Sivaraj, Ramya; Roehrig, Gillian H.] Univ Minnesota, Dept Curriculum & Instruct, Minneapolis, MN 55455 USA; [Ellis, Joshua A.] Florida Int Univ, Dept Teaching & Learning, Miami, FL 33199 USA; [Wieselmann, Jeanna R.] Southern Methodist Univ, Dept Teaching & Learning, Dallas, TX USA',\n",
       " '[Tan, Michael] Nanyang Technol Univ, Natl Inst Educ, 1 Nanyang Walk, Singapore S637616, Singapore',\n",
       " '[Bianchi, Nicola] Northwestern Univ, Kellogg Sch Management, Evanston, IL 60208 USA; [Giorcelli, Michela] Univ Calif Los Angeles, Los Angeles, CA 90024 USA',\n",
       " '[Pellas, Nikolaos] Univ Western Macedonia, Dept Commun & Digital Media, Kastoria 52100, Greece; [Dengel, Andreas] Univ Wurzburg, Chair Sch Pedag, D-97070 Wurzburg, Germany; [Christopoulos, Athanasios] Univ Turku, Dept Future Technol, FI-20014 Turku, Finland',\n",
       " '[Phillips, Molly] iDigBio & Facilitates Inc Digital Collect Resourc, Gainesville, FL USA; [Shea, Elizabeth K.] Delaware Museum Nat Hist, Mollusks, Wilmington, DE USA; [Bolton, Amy] Smithsonian Natl Museum Nat Hist, Washington, DC USA; [Lincoln, Cynthia] North Carolina Museum Nat Sci, Naturalist Ctr, Raleigh, NC USA; [Green, Kathryn] Univ Georgia, Genet Dept, Athens, GA 30602 USA; [Mast, Austin] Florida State Univ, Dept Biol Sci, Tallahassee, FL 32306 USA; [Mast, Austin] FSUs Robert K Godfrey Herbarium, Tallahassee, FL USA; [Mast, Austin] Univ Zurich, Zurich, Switzerland; [Cubeta, Marc A.] North Carolina State Univ NCSU, Dept Entomol & Plant Pathol, Raleigh, NC USA; [Cubeta, Marc A.] North Carolina State Univ NCSU, Ctr Integrated Fungal Res, Raleigh, NC USA; [Cubeta, Marc A.] North Carolina State Univ NCSU, Larry F Grand Mycol Herbarium, Raleigh, NC USA',\n",
       " '[Skrimponis, Panagiotis; Korakis, Thanasis] NYU, New York, NY 10003 USA; [Makris, Nikos] Univ Thessaly, Volos, Greece; [Rajguru, Sheila Borges] Rutgers State Univ, New Brunswick, NJ USA; [Cheng, Karen; Ford, Emily] Columbia Engn Outreach, New York, NY USA; [Ostrometzky, Jonatan; Kostic, Zoran; Zussman, Gil] Columbia Univ, New York, NY 10027 USA',\n",
       " '[Colon, Jessica; Oliphant, Simone; Shirajee, Ateev; Mccartney, Melissa] Florida Int Univ, STEM Transformat Inst, Miami, FL 33199 USA; [Colon, Jessica; Tiernan, Nichole; Oliphant, Simone; Shirajee, Ateev; Flickinger, Jonathan; Francisco-Ortega, Javier; Mccartney, Melissa] Florida Int Univ, Dept Biol Sci, Miami, FL 33199 USA; [Liu, Hong; Francisco-Ortega, Javier] Florida Int Univ, Dept Earth & Environm, Miami, FL 33199 USA; [Francisco-Ortega, Javier] Florida Int Univ, Inst Environm, Miami, FL 33199 USA; [Francisco-Ortega, Javier] Florida Int Univ, Latin Amer & Caribbean Ctr, Miami, FL 33199 USA; [Tiernan, Nichole; Flickinger, Jonathan; Liu, Hong; Francisco-Ortega, Javier] Fairchild Trop Bot Garden, Coral Gables, FL USA',\n",
       " '[Hacisalihoglu, Gokhan] Florida A&M Univ, Dept Biol Sci, Tallahassee, FL 32307 USA; [Stephens, Desmond; Stephens, Sonya] Florida A&M Univ, Dept Math, Tallahassee, FL 32307 USA; [Johnson, Lewis] Florida A&M Univ, Dept Phys, Tallahassee, FL 32307 USA; [Edington, Maurice] Florida A&M Univ, Dept Chem, Tallahassee, FL 32307 USA',\n",
       " '[Owens, David C.] Georgia Southern Univ, Dept Middle Grades & Secondary Educ, Savannah, GA 31419 USA; [Petitt, Destini N.] Univ N Carolina, Dept Geog & Earth Sci, Charlotte, NC 28223 USA; [Lally, Diane; Forbes, Cory T.] Univ Nebraska, Sch Nat Resources, Lincoln, NE 68583 USA',\n",
       " '[Jeong, Jin Su; Gonzalez-Gomez, David; Yllana Prieto, Felix] Univ Extremadura, Dept Didact Ciencias Expt & Matemat, Ave Univ S-N, Caceres 10004, Spain',\n",
       " 'China',\n",
       " '[Aydin-Gunbatar, Sevgi; Ekiz-Kiran, Betul] Van Yuzuncu Yil Univ, Coll Educ, Math & Sci Educ Dept, Van, Turkey; [Oztay, Elif Selcan] Van Yuzuncu Yil Univ, Coll Educ, Primary Educ Dept, Van, Turkey',\n",
       " '[Ansong, David; Okumu, Moses; Albritton, Travis J.; Bahnuk, Eva Paige] Univ N Carolina, Sch Social Work, 325 Pittsboro St, Chapel Hill, NC 27599 USA; [Small, Eusebius] Univ Texas Arlington, Sch Social Work, Arlington, TX 76019 USA',\n",
       " '[Evans, Tanya; Thomas, Michael O. J.] Univ Auckland, Dept Math, Auckland, New Zealand; [Klymchuk, Sergiy] Auckland Univ Technol, Dept Math Sci, Auckland, New Zealand',\n",
       " \"[Parker, Carolyn] Amer Univ, Sch Educ, Spring Valley Bldg,4400 Massachusetts Ave NW, Washington, DC 20016 USA; [Grigg, Jeffrey] Johns Hopkins Univ, Baltimore, MD USA; [D'Souza, Stephanie] Amer Inst Res, Washington, DC USA; [Mitchell, Charlie] Maryland Dept Educ, Baltimore, MD USA; [Smith, Erica] Tulane Univ, New Orleans, LA 70118 USA\",\n",
       " '[Zhu, Xinhong; Xiong, Zhenfang; Zheng, Taoyun; Li, Lin; Zhang, Liuyi; Yang, Fen] Hubei Univ Chinese Med, Sch Nursing, Wuhan, Peoples R China',\n",
       " '[Mi, Shuaishuai; Lu, Shanshan] Shandong Normal Univ, Jinan 250014, Shandong, Peoples R China; [Bi, Hualin] Qufu Normal Univ, Qufu, Shandong, Peoples R China',\n",
       " '[Salmi, Hannu S.; Thuneberg, Helena] Univ Helsinki, Fac Educ Sci, POB 8, Helsinki 00014, Finland; [Bogner, Franz X.] Univ Bayreuth, Fac Biol Chem & Earth Sci, Bayreuth, Germany',\n",
       " '[Xing, Wanli; Li, Chenglu] Univ Florida, Coll Educ, Sch Teaching & Learning, Gainesville, FL USA; [Chen, Guanhua; Huang, Xudong; Chao, Jie; Massicotte, Joyce; Xie, Charles] Concord Consortium, Concord, MA USA',\n",
       " '[Mutambara, David; Bayaga, Anass] Univ Zululand, Fac Educ, Dept Maths Sci & Technol Educ, Richards Bay, South Africa',\n",
       " '[Wang, Liyan] Shanghai Normal Univ, Shanghai, Peoples R China; [Chiang, Feng-Kuang] Shanghai Normal Univ, Dept Educ Technol, Shanghai, Peoples R China',\n",
       " '[Hughes, Roxanne; Roberts, Kari] Natl High Magnet Field Lab, Ctr Integrating Res & Learning, Tallahassee, FL 32310 USA; [Schellinger, Jennifer] Florida State Univ, Coll Educ, Tallahassee, FL 32306 USA',\n",
       " '[Mohan, Ashwin; Kelly, Gregory J.] Penn State Univ, State Coll, PA 16801 USA',\n",
       " '[Lane, A. Kelly] Univ Minnesota, Dept Biol Teaching & Learning, Minneapolis, MN 55455 USA; [McAlpin, Jacob D.; Feola, Stephanie; Lewis, Jennifer E.] Univ S Florida, Dept Chem, Tampa, FL 33620 USA; [Earl, Brittnee; Shadle, Susan E.] Boise State Univ, Ctr Teaching & Learning, Boise, ID 83725 USA; [Lewis, Jennifer E.; Skvoretz, John; Prevost, Luanna B.] Univ S Florida, Ctr Improvement Teaching & Res Undergrad STEM Edu, Tampa, FL 33620 USA; [Mertens, Karl] Boise State Univ, Ecol Evolut & Behav Program, Boise, ID 83725 USA; [Shadle, Susan E.] Boise State Univ, Dept Chem & Biochem, Boise, ID 83725 USA; [Skvoretz, John] Univ S Florida, Dept Sociol, Tampa, FL 33620 USA; [Ziker, John P.] Boise State Univ, Dept Anthropol, Boise, ID 83725 USA; [Couch, Brian A.] Univ Nebraska, Sch Biol Sci, Lincoln, NE 68588 USA; [Prevost, Luanna B.] Univ S Florida, Dept Integrat Biol, Tampa, FL 33620 USA; [Stains, Marilyne] Univ Virginia, Dept Chem, Charlottesville, VA 22904 USA',\n",
       " '[Shah, Niral; Ai-Khanh Nguyen] Univ Washington, Coll Educ, Seattle, WA 98105 USA; [Christensen, Julie A.; Byun, Sunghwan; Stroupe, David] Michigan State Univ, Coll Educ, E Lansing, MI 48824 USA; [Ortiz, Nickolaus A.] Georgia State Univ, Coll Educ & Human Dev, Atlanta, GA 30303 USA; [Reinholz, Daniel L.] San Diego State Univ, Coll Sci, San Diego, CA 92182 USA',\n",
       " '[Stella, Massimo] Complex Sci Consulting, Lecce, Italy',\n",
       " '[Lee, Meggan J.] Univ Illinois, Dept Sociol, Urbana, IL 61820 USA; [Collins, Jasmine D.] Univ Illinois, Educ & Commun, Urbana, IL 61801 USA; [Harwood, Stacy Anne] Univ Utah, City & Metropolitan Planning Dept, Salt Lake City, UT 84112 USA; [Mendenhall, Ruby] Univ Illinois, Dept Sociol & African Amer Studies, Carle Illinois Coll Med, Champaign, IL 61820 USA; [Huntt, Margaret Browne] Univ Illinois, Canc Ctr Illinois, Urbana, IL 61801 USA',\n",
       " '[Dong, Yan; Wang, Jing] Beijing Normal Univ, Fac Educ, Beijing, Peoples R China; [Yang, Yunying] Univ Melbourne, Melbourne Grad Sch Educ, Melbourne, Vic 3053, Australia; [Kurup, Premnadh M.] La Trobe Univ, Sch Educ, Melbourne, Vic, Australia',\n",
       " '[Hwang, Candy S.] Southern Connecticut State Univ, Dept Chem, New Haven, CT 06515 USA',\n",
       " '[Wan, Zhi Hong; Jiang, Yushan; Zhan, Ying] Educ Univ Hong Kong, Dept Curriculum & Instruct, Hong Kong, Peoples R China',\n",
       " '[Liu, Ran] Univ Wisconsin, Dept Educ Policy Studies, Madison, WI 53706 USA',\n",
       " '[Smith, Derrick W.; Lampley, Sandra A.; Blair, Morgan] Univ Alabama, Huntsville, AL 35756 USA; [Dolan, Bob] Diverse Learners Consulting, Leverett, MA USA; [Williams, Greg; Schleppenbach, David] Tactile Solut Inc, Lafayette, IN USA',\n",
       " '[Dziob, Daniel] Jagiellonian Univ Med Coll, Dept Biophys, Sw Lazarza 16, PL-31530 Krakow, Poland; [Krupinski, Michal; Wozniak, Edyta; Gabryszewski, Ryszard] Polskiej Akad Nauk CBK PAN, Ctr Badan Kosmicznych, Bartycka 18A, PL-00716 Warsaw, Poland',\n",
       " '[Hernandez-Sabate, Aura; Sanchez, F. Javier] Univ Autonoma Barcelona, Dept Ciencies Computacio, Bellaterra 08193, Barcelona, Spain; [Hernandez-Sabate, Aura; Sanchez, F. Javier] Comp Vis Ctr, Bellaterra 08193, Barcelona, Spain; [Albarracin, Lluis] Univ Autonoma Barcelona, Dept Didact Ciencies Expt & Matemat, Bellaterra 08193, Barcelona, Spain',\n",
       " '[Milicic, Gregor; Wetzel, Sina; Ludwig, Matthias] Goethe Univ Frankfurt, Inst Math & Comp Sci Educ, D-60325 Frankfurt, Germany',\n",
       " '[Rowe, Shawn] Oregon State Univ, Coll Educ, Sea Grant, Corvallis, OR 97331 USA; [Riggio, Mariapaola] Oregon State Univ, Wood Sci & Engn, Corvallis, OR 97331 USA; [De Amicis, Raffaele] Oregon State Univ, Sch Elect Engn & Comp Sci, Corvallis, OR 97331 USA; [Rowe, Susan R.] Oregon State Univ, Precoll Programs, Corvallis, OR 97331 USA',\n",
       " '[Eltanahy, Marwa; Forawi, Sufian] British Univ Dubai, Dubai Int Acad City DIAC, 1st & 2nd Floor,Block 11,POB 345015, Dubai, U Arab Emirates; [Mansour, Nasser] Univ Exeter, St Lukes Campus,Heavitree Rd, Exeter EX1 2LU, Devon, England',\n",
       " '[Vossen, T. E.; Tigelaar, E. H.; Van Driel, J. H.] Leiden Univ, Grad Sch Teaching, Kolffpad 1,POB 905, NL-2300 AX Leiden, Netherlands; [Vossen, T. E.; Henze, I.; De Vries, M. J.] Delft Univ Technol, Dept Sci Educ & Commun, Lorentzweg 1, NL-2628 CJ Delft, Netherlands; [Van Driel, J. H.] Univ Melbourne, Melbourne Grad Sch Educ, 234 Queensberry St, Melbourne, Vic 3010, Australia',\n",
       " '[Yildirim, Bekir] Mus Alparslan Univ, Egitim Fak, Mus, Turkey',\n",
       " '[Yildirim, Hamdican] Hacettepe Univ, Egitim Bilimleri Enstitusu, Egitim Programlari & Ogretim Anabilim Dali, Ankara, Turkey; [Gelmez-Burakgazi, Sevinc] Hacettepe Univ, Egitim Programlari & Ogretim Anabilim Dali, Ankara, Turkey',\n",
       " '[Timur, Betul; Belek, Fatma] Canakkale Onsekiz Mart Univ, Matemat & Fen Bilimleri Egitimi Bolumu, Canakkale, Turkey',\n",
       " '[Stelter, Rebecca L.; Kupersmidt, Janis B.; Stump, Kathryn N.] Innovat Res & Training, 5316 Highgate Dr Suite 125, Durham, NC 27713 USA',\n",
       " '[Quardokus Fisher, Kathleen] Florida Int Univ, Dept Earth & Environm, 11200 SW 8th St,AHC5-395, Miami, FL 33199 USA; [Quardokus Fisher, Kathleen] Florida Int Univ, STEM Transformat Inst, 11200 SW 8th St,AHC5-395, Miami, FL 33199 USA; [Koretsky, Milo D.] Oregon State Univ, Sch Chem Biol & Environm Engn, Corvallis, OR 97331 USA',\n",
       " '[Juskeviciene, Anita] Vilnius Univ, Inst Data Sci & Digital Technol, Vilnius, Lithuania; [Dagiene, Valentina; Dolgopolovas, Vladimiras] Vilnius Univ, Inst Educ Sci, Vilnius, Lithuania',\n",
       " '[Alade, Fashina] Michigan State Univ, Dept Advertising & Publ Relat, E Lansing, MI 48824 USA; [Lauricella, Alexis] Erickson Inst Early Childhood Dev, Child Dev, Chicago, IL USA; [Kumar, Yannik] Univ Chicago, Graham Sch Profess Studies, Chicago, IL USA; [Wartella, Ellen] Northwestern Univ, Commun Studies, Evanston, IL USA',\n",
       " '[Zhou, Ding; Gomez, Rafael; Wright, Natalie; Rittenbruch, Markus] Queensland Univ Technol, Sch Design, 2 George St, Brisbane, Qld, Australia; [Davis, James] Queensland Univ Technol, Sch Teacher Educ & Leadership, 149 Victoria Pk Rd, Kelvin Grove, Qld, Australia',\n",
       " '[Davis, James P.] Queensland Univ Technol, Brisbane, Qld 4059, Australia; [Du, Juan; Tang, Jia-Hui; Qiao, Lu; Liu, Yan-Qiu; Chiang, Feng-Kuang] Shanghai Normal Univ, Shanghai, Peoples R China',\n",
       " \"[O'Sullivan, S.] Univ Munster, Fac Math & Comp Sci, D-48149 Munster, Germany; [Friebe, Michael] Otto von Guericke Univ, Inst Med Engn, Magdeburg, Germany; [Tonti, W. R.] IEEE Future Direct, Washington, DC USA; [Hartnett, Margaret] GB Grp Plc, Chester, Cheshire, England; [Castro, Manuel] Spanish Natl Univ Distance Educ UNED, Ind Engn Sch, Elect & Comp Engn Dept, Madrid, Spain; [Pozzo, M., I] Natl Sci & Tech Res Council Argentina, Buenos Aires, DF, Argentina; [Nilsiam, Y.] Michigan Technol Univ, Dept Elect & Comp Engn, Houghton, MI 49931 USA\",\n",
       " '[Welch, James] Univ Tampa, Sykes Coll Business, Tampa, FL 33606 USA',\n",
       " '[Wieselmann, Jeanna R.] Southern Methodist Univ, Dept Teaching & Learning, Dallas, TX 75205 USA; [Keratithamkul, Khomson; Roehrig, Gillian H.] Univ Minnesota, Dept Curriculum & Instruct, Minneapolis, MN USA; [Dare, Emily A.] Florida Int Univ, Dept Teaching & Learning, Miami, FL 33199 USA; [Ring-Whalen, Elizabeth A.] St Catherine Univ, Educ Dept, St Paul, MN USA',\n",
       " '[Kapon, Shulamit; Schvartzer, Maayan] Technion Israel Inst Technol, Fac Educ Sci & Technol, IL-3200003 Haifa, Israel; [Peer, Tal] ACHERET Ctr, Cabri, Israel',\n",
       " '[Sen, Ceylan] Yozgat Bozok Univ, Fac Educ, Dept Primary Educ, Yozgat, Turkey; [Ay, Zeynep Sonay] Hacettepe Univ, Fac Educ, Dept Elementary Math Educ, Ankara, Turkey; [Kiray, Seyit Ahmet] Necmettin Erbakan Univ, Fac Educ, Dept Elementary Sci Educ, Konya, Turkey',\n",
       " '[Stewart, Fran] Ohio State Univ, John Glenn Coll Publ Affairs, Columbus, OH 43210 USA; [Stewart, Fran] Ohio State Univ, Ohio Mfg Inst, Columbus, OH 43210 USA; [Yeom, Minkyu] Cleveland State Univ, Levin Coll Urban Affairs, Cleveland, OH 44115 USA; [Stewart, Alice] North Carolina Agr & Tech State Univ, Greensboro, NC USA',\n",
       " '[Caspi, Avner; Gorsky, Paul] Open Univ Israel, Dept Educ & Psychol, Raanana, Israel; [Nitzani-Hendel, Rakefet; Rosenfeld, Sherman; Berman, Shmuel] Sci & Reasoning 2000, Herev Le Et, Israel; [Zacharia, Zacharias C.] Univ Cyprus, Res Sci & Technol Educ Grp, Educ Sci, Nicosia, Cyprus; [Shildhouse, Bruria] Eshkol Payis, Petah Tiqwa, Israel',\n",
       " '[Falloon, Garry; Forbes, Anne; Stevenson, Michael; Bower, Matt] Macquarie Univ, Sch Educ, Fac Arts, Sydney, NSW, Australia; [Hatzigianni, Maria] Univ Melbourne, Sch Educ, Parkville, Vic, Australia',\n",
       " '[Zhan, Xiaohong; Xu, Ranran] East China Normal Univ, Coll Teacher Educ, Fac Educ, Shanghai, Peoples R China; [Sun, Daner; Wan, Zhi Hong] Educ Univ Hong Kong, Dept Math & Informat Technol, Hong Kong, Peoples R China; [Hua, Yingli] Chengdu Tanghu Foreign Languages Sch, Chengdu, Peoples R China',\n",
       " '[El Nagdi, Mohamed; Roehrig, Gillian] Univ Minnesota, STEM Educ Ctr, Minneapolis, MN 55455 USA',\n",
       " '[Kulturel-Konak, Sadan] Penn State Univ Berks, Management Informat Syst, Tulpehocken Rd POB 7009, Reading, PA 19610 USA',\n",
       " '[Liou, Yi-Hwa] Natl Taipei Univ Educ, Dept Educ Management, Taipei, Taiwan; [Daly, Alan J.] Univ Calif San Diego, Dept Educ Studies, La Jolla, CA 92093 USA',\n",
       " '[Fernandez-Martin, Francisco-Domingo; Arco-Tirado, Jose-Luis; Hervas-Torres, Mirian] Univ Granada, Dept Dev & Educ Psychol, Granada 18071, Spain; [Carrillo-Rosua, Francisco-Javier; Romero-Lopez, Carmen] Univ Granada, Dept Didact Expt Sci, Granada 18071, Spain; [Carrillo-Rosua, Francisco-Javier] Univ Granada, Andalusian Inst Earth Sci, CSIC, Granada 18100, Spain; [Ruiz-Hidalgo, Juan-Francisco] Univ Granada, Dept Didact Math, Granada 18071, Spain',\n",
       " '[Wei, Wong Kah] Univ Kebangsaan Malaysia, Fac Educ, Bangi, Selangor, Malaysia; [Maat, Siti Mistima] Univ Kebangsaan Malaysia, Res Ctr Teaching & Learning Educ, Bangi, Selangor, Malaysia',\n",
       " '[Glaze-Crampes, Amanda L.] Georgia Southern Univ, 4105 Coll Educ Bldg,POB 8013, Statesboro, GA 30460 USA',\n",
       " '[Jesionkowska, Joanna; Wild, Fridolin] Oxford Brookes Univ, Performance Augmentat Lab, Headington Rd, Oxford OX3 0BP, England; [Wild, Fridolin] Open Univ, Inst Educ Technol, Walton Hall, Milton Keynes MK7 6AA, Bucks, England; [Deval, Yann] ATLAS, Ctr Marionnette Federat Wallonie Bruxelles, Rue St Martin 47, B-7500 Tournai, Belgium',\n",
       " '[Du Plessis, Anna E.] Learning Sci Inst Australia, GPO Box 2587, Brisbane, Qld 4001, Australia',\n",
       " '[De Meester, Jolien] Katholieke Univ Leuven, Fac Engn Sci, BE-3000 Leuven, Belgium; [Boeve-de Pauw, Jelle; De Loof, Haydee; Van Petegem, Peter] Univ Antwerp, Dept Training & Educ Sci, BE-2000 Antwerp, Belgium; [Buyse, Marie-Paule; Ceuppens, Stijn; Dehaene, Wim] Katholieke Univ Leuven, ESAT, MICAS, Dept Elect Engn, BE-3000 Leuven, Belgium; [De Cock, Mieke] Katholieke Univ Leuven, Dept Phys & Astron, BE-3000 Leuven, Belgium; [Goovaerts, Leen] Univ Antwerp, Fac Social Sci, Sch Educ, BE-2000 Antwerp, Belgium; [Hellinckx, Luc] Vrije Univ Brussel, Logist Unit, BE-1000 Brussels, Belgium; [Knipprath, Heidi] Katholieke Univ Leuven, Res Inst Work & Soc, BE-3000 Leuven, Belgium; [Struyf, Annemie] Univ Antwerp, Dept Sociol, BE-2000 Antwerp, Belgium; [Thibaut, Lieve] IMEC, i Learn, BE-3000 Leuven, Belgium; [van de Velde, Didier] Katholiek Onderwijs Vlaanderen, Pedag Support, BE-1000 Brussels, Belgium',\n",
       " '[Yu, Kuang-Chao; Wu, Pai-Hsing] Natl Taiwan Normal Univ, Dept Technol Applicat & Human Resource Dev, Taipei, Taiwan; [Fan, Szu-Chun] Natl Kaohsiung Normal Univ, Dept Ind Technol Educ, 62 Shenjhong Rd,Yanchao Campus, Kaohsiung 82444, Taiwan',\n",
       " '[Li, Shan; Zheng, Juan] McGill Univ, Dept Educ & Counselling Psychol, Montreal, PQ H3A 1Y2, Canada; [Chen, Guanhua; Xie, Charles] Concord Consortium, Concord, MA 01742 USA; [Xing, Wanli] Univ Florida, Coll Educ, Sch Teaching & Learning, Gainesville, FL 32611 USA',\n",
       " '[Black, Paul N.] Univ Nebraska, Dept Biochem, Lincoln, NE 68583 USA',\n",
       " '[Shute, Valerie; Rahimi, Seyedahmad; Smith, Ginny; Ke, Fengfeng; Almond, Russell; Dai, Chih-Pu; Kuba, Renata; Liu, Zhichun; Yang, Xiaotong; Sun, Chen] Florida State Univ, Coll Educ, Dept Educ Psychol & Learning Syst, 3205G Stone Bldg,1114 W Call St, Tallahassee, FL 32306 USA',\n",
       " '[Weng, Jiayi; Li, Hui] Univ Hong Kong, Fac Educ, Hong Kong, Peoples R China; [Li, Hui] Macquarie Univ, Fac Educ, N Ryde, NSW, Australia',\n",
       " '[Ferrada-Ferrada, Cristian; Silva-Diaz, Francisco] Univ Granada UGR, Granada, Spain; [Carrillo-Rosua, Javier] Univ Granada UGR, Inst Andaluz Ciencias Tierra CSIC UGR, Dept Didact Ciencias Expt, Granada, Spain; [Diaz-Levicoy, Danilo] Univ Catolica Maule, Talca, Chile',\n",
       " '[York, Emily] James Madison Univ, Sch Integrated Sci, 702 Carrier Dr MSC 4302, Harrisonburg, VA 22807 USA; [Conley, Shannon N.] James Madison Univ, Sch Integrated Sci, 701 Carrier Dr MSC 4102, Harrisonburg, VA 22807 USA',\n",
       " '[Develaki, Maria] Hellen Minist Educ, Educ Advice Secondary Sci Educ, Athens, Greece',\n",
       " '[Wahono, Bevo] Univ Jember, Fac Teacher Training & Educ, Jember, Indonesia; [Wahono, Bevo] Natl Taiwan Normal Univ, Grad Inst Sci Educ, Taipei, Taiwan; [Lin, Pei-Ling; Chang, Chun-Yen] Natl Taiwan Normal Univ, Sci Educ Ctr, Taipei, Taiwan',\n",
       " '[Park, Wonyong; Wu, Jen-Yi; Erduran, Sibel] Univ Oxford, Dept Educ, 15 Norham Gardens, Oxford OX2 6PY, England; [Erduran, Sibel] Univ Oslo, Norwegian Ctr Sci Educ, Oslo, Norway',\n",
       " '[Hussenius, Anita] Uppsala Univ, Ctr Gender Res, Uppsala, Sweden',\n",
       " '[Cetin, Mustafa] Akdeniz Univ, Fac Educ, Dept Elementary & Early Childhood Educ, TR-07058 Antalya, Turkey; [Demircan, Hasibe Ozlen] Middle East Tech Univ, Fac Educ, Dept Elementary & Early Childhood Educ, Ankara, Turkey',\n",
       " '[Lyon, Joseph A.] Purdue Univ, Sch Engn Educ, 701 W Stadium Ave, W Lafayette, IN 47907 USA; [Magana, J. Alejandra] Purdue Univ, Dept Comp & Informat Technol, W Lafayette, IN 47907 USA',\n",
       " '[Menchaca Sierra, Iratxe; Dziabenko, Olga; Garcia Zubia, Javier] Univ Deusto, Bilbao, Spain',\n",
       " '[Sanchez-Martin, Jesus] Univ Extremadura, Fac Educ, Dept Didact Ciencias Expt & Matemat, Avda Elvas S-N, Badajoz 06006, Spain; [Corrales-Serrano, Mario] Univ Extremadura, Fac Educ, Dept Didact Ciencias Sociales Lengua & Literatura, Avda Elvas S-N, Badajoz 06006, Spain; [Luque-Sendra, Amalia; Zamora-Polo, Francisco] Univ Seville, Dept Ingn Diseno, Escuela Politecn Super, C Virgen Africa 7, Seville 41011, Spain; [Zamora-Polo, Francisco] Univ Extremadura, Dept Ingn Mecan Energet & Mat, Escuela Ingn Ind, Avda Elvas S-N, Badajoz 06006, Spain',\n",
       " '[Palisoc, Caesar P.; Morales, Marie Paz E.] Philippine Normal Univ Manila, Coll Grad Studies & Teacher Educ Res, Grad Teacher Educ Fac, Manila 1000, Philippines; [Avilla, Ruel A.; Owen Ayuste, Thaddeus; Ramos-Butron, Benilda] Philippine Normal Univ Manila, Fac Sci Technol & Math, Coll Teacher Dev, Manila 1000, Philippines; [Casilla, Nica A.] Philippine Normal Univ Manila, Publicat Off, Manila 1000, Philippines',\n",
       " '[Dickman, Benjamin; Nauman, Erik] Hewitt Sch, New York, NY 10021 USA',\n",
       " '[Monahan, Ceire; Munakata, Mika; Vaidya, Ashwin] Montclair State Univ, Dept Math Sci, Montclair, NJ 07043 USA; [Gandini, Sean] Gandini Juggling, London, England',\n",
       " '[Miles Nash, Angel] Chapman Univ, Leadership Dev, Orange, CA 92866 USA; [Peters, April L.] Univ Houston, Educ Leadership & Policy Studies, Houston, TX USA',\n",
       " '[Carolina Ching-Chiang, Lay-Wah; Manuel Fernandez-Cardenas, Juan] Tecnol Monterrey, Escuela Humanidades & Educ, Monterrey, Mexico',\n",
       " '[Simunovic, Mara; Babarovic, Toni] Ivo Pilar Inst Social Sci, Marulicev Trg 19-1, Zagreb 10000, Croatia',\n",
       " '[Hosbein, Kathryn N.; Barbera, Jack] Portland State Univ, Dept Chem, Portland, OR 97207 USA',\n",
       " '[Eglash, Ron] Univ Michigan, Sch Informat, 4389 North Quad,105 S State St, Ann Arbor, MI 48109 USA; [Bennett, Audrey] Univ Michigan, Penny W Stamps Sch Art & Design, Art & Design, Ann Arbor, MI 48109 USA; [Bennett, Audrey] Univ Pretoria, Pretoria, South Africa; [Babbitt, William] Rensselaer, Troy, NY USA; [Lachney, Michael] Michigan State Univ, Dept Counseling Educ Psychol & Special Educ, E Lansing, MI 48824 USA; [Reinhardt, Martin] Reinhardt & Associates, Lexington, KY USA; [Reinhardt, Martin] Northern Michigan Univ, Native Amer Studies, Marquette, MI USA; [Hammond-Sowah, Deborah] Kumasi Hive, Kumasi, Ghana',\n",
       " '[Ciftci, Ayse] Mus Alparslan Univ, Dept Math & Sci Educ, Mus, Turkey; [Topcu, Mustafa Sami] Yildiz Tech Univ, Dept Math & Sci Educ, Istanbul, Turkey; [Foulk, Jaimie A.] Univ Missouri, Dept Learning Teaching & Curriculum, Columbia, MO USA',\n",
       " '[Watson, Sandy; Williams-Duncan, Omah M.; Peters, Michelle L.] Univ Houston Clear Lake, Houston, TX 77058 USA',\n",
       " '[Roller, Sarah A.; Lampley, Sandra A.; Dillihunt, Monica L.] Univ Alabama, Dept Curriculum & Instruct, Huntsville, AL 35899 USA; [Benfield, Michael P. J.; Turner, Matthew W.; Davis, Andrew M.] Univ Alabama, Syst Management & Prod Ctr, Huntsville, AL 35899 USA; [Gholston, Sampson E.] Univ Alabama, Dept Ind & Syst Engn & Engn Management, Huntsville, AL 35899 USA',\n",
       " '[Keratithamkul, Khomson; Kim, Justine N.; Roehrig, Gillian H.] Univ Minnesota, Dept Curriculum & Instruct, Minneapolis, MN 55455 USA',\n",
       " '[Hennessy Elliott, Colin] NYU, Teaching & Learning, New York, NY USA',\n",
       " '[Eisenhart, Margaret] Univ Colorado, Sch Educ, POB 4615, Boulder, CO 80306 USA; [Allen, Carrie D.] Univ North Texas, Dept Educ Psychol, 1155 Union Circle 311335, Denton, TX 76203 USA',\n",
       " '[Gao, Fei] Bowling Green State Univ, 260 Technol Bldg, Bowling Green, OH 43403 USA; [Li, Lan] Bowling Green State Univ, 521 Educ Bldg, Bowling Green, OH 43403 USA; [Sun, Yanyan] East China Normal Univ, 3663 North Zhongshan Rd, Shanghai 200062, Peoples R China',\n",
       " '[So, Wing Mui Winnie] Educ Univ Hong Kong, Ctr Educ Environm Sustainabil, Dept Sci & Environm Studies, Hong Kong, Peoples R China; [He, Qianwen; Chen, Yu; Chow, Cheuk Fai] Educ Univ Hong Kong, Dept Sci & Environm Studies, Hong Kong, Peoples R China; [Chow, Cheuk Fai] Educ Univ Hong Kong, Knowledge Transfer Sub Off, Hong Kong, Peoples R China',\n",
       " '[Bain, Kinsey; Bergeron, Paul; Nelson, Paul C.; Posey, Lynmarie A.; Cooper, Melanie M.] Michigan State Univ, Dept Chem, E Lansing, MI 48824 USA; [Bender, Lydia; Laverty, James T.] Kansas State Univ, Dept Phys, Cardwell Hall, Manhattan, KS 66506 USA; [Bergeron, Paul; Caballero, Marcos D.; Tessmer, Stuart H.] Michigan State Univ, Dept Phys & Astron, E Lansing, MI 48824 USA; [Caballero, Marcos D.; Ebert-May, Diane; Posey, Lynmarie A.; Urban-Lurain, Mark; Cooper, Melanie M.] Michigan State Univ, Create Stem Inst, E Lansing, MI 48824 USA; [Caballero, Marcos D.] Univ Oslo, Dept Phys, Oslo, Norway; [Caballero, Marcos D.] Univ Oslo, Ctr Comp Sci Educ, Oslo, Norway; [Carmel, Justin H.; Underwood, Sonia M.] Florida Int Univ, Dept Chem & Biochem, Miami, FL 33199 USA; [Carmel, Justin H.; Underwood, Sonia M.] Florida Int Univ, STEM Transformat Inst, Miami, FL 33199 USA; [Duffy, Erin M.] Western Washington Univ, Dept Chem & Sci Math & Technol Educ, Bellingham, WA 98225 USA; [Ebert-May, Diane] Michigan State Univ, Dept Plant Biol, E Lansing, MI 48824 USA; [Fata-Hartley, Cori L.] Michigan State Univ, Coll Nat Sci, E Lansing, MI 48824 USA; [Herrington, Deborah G.] Grand Valley State Univ, Dept Chem, Allendale, MI 49401 USA; [Matz, Rebecca L.] Michigan State Univ, Hub Innovat Learning & Technol, E Lansing, MI 48824 USA; [Stoltzfus, Jon R.] Michigan State Univ, Dept Biochem & Mol Biol, E Lansing, MI 48824 USA; [Stowe, Ryan L.] Univ Wisconsin, Dept Chem, 1101 Univ Ave, Madison, WI 53706 USA; [Sweeder, Ryan D.] Michigan State Univ, Lyman Briggs Coll, E Lansing, MI 48824 USA',\n",
       " '[Smyrnaiou, Zacharoula; Georgakopoulou, Eleni] Natl & Kapodistrian Univ Athens NKUA, Sch Philosophy, Dept Educ Studies, Univ Campus, Ilissia 15784, Greece; [Sotiriou, Sofoklis] Ellinogermaniki Agogi, Res & Dev Dept, Dimitriou Panagea Str, Pallini 15351, Attica, Greece',\n",
       " '[McComas, William F.] Univ Arkansas, Coll Educ & Hlth Profess, 310 Peabody Hall, Fayetteville, AR 72703 USA; [Burgin, Stephen R.] Univ Arkansas, Coll Educ & Hlth Profess, 312 Peabody Hall, Fayetteville, AR 72703 USA',\n",
       " '[Chiang, Feng-Kuang; Liu, Yan-qiu; Feng, Xiran; Zhuang, Yaoxian; Sun, Yulong] Shanghai Normal Univ, Coll Educ, Dept Educ Technol, Shanghai, Peoples R China; [Chiang, Feng-Kuang] MIT, RELATE Lab, 77 Massachusetts Ave, Cambridge, MA 02139 USA',\n",
       " '[Smith, David H.; Hao, Qiang; Tsikerdekis, Michail; Martin, Lilu; Tresham, Nathan] Western Washington Univ, 516 High St, Bellingham, WA 98225 USA; [Dennen, Vanessa] Florida State Univ, Tallahassee, FL 32306 USA; [Barnes, Bradly] Univ Georgia, Athens, GA 30602 USA',\n",
       " '[Wilson, Kimberley] Australian Catholic Univ Brisbane, Fac Educ & Arts, Sch Educ, 1100 Nudgee Rd, Banyo, Qld 4014, Australia',\n",
       " '[Gao, Xiaoyi; Li, Peishan; Sun, Huifang] Beijing Normal Univ, Fac Educ, Beijing, Peoples R China; [Shen, Ji] Univ Miami, Dept Teaching & Learning, Sch Educ & Human Dev, Coral Gables, FL 33124 USA',\n",
       " '[Smolinsky, Lawrence] Louisiana State Univ, Dept Math, Baton Rouge, LA 70803 USA; [Olafsson, Gestur] Louisiana State Univ, Dept Math, Math, Baton Rouge, LA 70803 USA; [Marx, Brian D.; Ma, Yanxia A.] Louisiana State Univ, Dept Expt Stat, Baton Rouge, LA 70803 USA',\n",
       " '[Delahunty, Thomas] Univ Coll Cork, Sch Educ, Cork, Ireland; [Delahunty, Thomas] Univ Nebraska, Coll Engn, Lincoln, NE 68588 USA; [Seery, Niall] Athlone Inst Technol, Athlone, Ireland; [Lynch, Raymond] Univ Limerick, Sch Educ, Limerick, Ireland',\n",
       " '[Li, Kam-Cheong; Wong, Billy Tak-Ming] Open Univ Hong Kong, Inst Res Open & Innovat Educ, Kowloon, Hong Kong, Peoples R China',\n",
       " '[Johns, Carolyn] Ohio State Univ, Dept Math, 231 W 18th Ave, Columbus, OH 43210 USA',\n",
       " '[Ortiz-Revilla, Jairo; Greca, Ileana M.] Univ Burgos, Fac Educ, Dept Didact Especif, C Villadiego 1, Burgos 09001, Spain; [Aduriz-Bravo, Agustin] Univ Buenos Aires, Fac Ciencias Exactas & Nat, Inst CeFIEC, 2 Piso,Pabellon 2,Ciudad Univ, Buenos Aires, DF, Argentina',\n",
       " '[Huang, Fenxia] Fujian Normal Univ, Fac Educ, Fuzhou, Peoples R China',\n",
       " '[Watanabe, Wataru; Maruyama, Ryoji] Ritsumeikan Univ, Coll Sci & Engn, Dept Elect & Elect Engn, 1-1-1 Nojihigashi, Kusatsu, Shiga 5258577, Japan; [Arimoto, Hidenobu] Natl Inst Adv Ind Sci & Technol, Sensing Syst Res Ctr, AIST Tsukuba Cent 5,1-1-1 Higashi, Tsukuba, Ibaraki 3058565, Japan; [Tamada, Yosuke] Utsunomiya Univ, Sch Engn, 7-1-2 Yoto, Utsunomiya, Tochigi 3218585, Japan; [Tamada, Yosuke] Utsunomiya Univ, Ctr Opt Res & Educ CORE, 7-1-2 Yoto, Utsunomiya, Tochigi 3218585, Japan',\n",
       " '[Gafuanov, Yaroslav Yu; Podnebesova, Galina B.] South Ural State Humanitarian Pedag Univ, Chelyabinsk, Russia',\n",
       " '[Boytchev, Pavel] Sofia Univ, Fac Math & Informat, Sofia 1164, Bulgaria; [Boytcheva, Svetla] Bulgarian Acad Sci, Inst Informat & Commun Technol, Sofia 1113, Bulgaria; [Boytchev, Pavel] FMI KIT, 5 James Bourchier Blvd, Sofia 1164, Bulgaria',\n",
       " '[Reeves, Philip M.] Johns Hopkins Univ, Baltimore, MD 21205 USA; [Bobrownicki, Aiyana] Yale Univ, Poorvu Ctr Teaching & Learning, New Haven, CT 06511 USA; [Bauer, Melanie; Graham, Mark J.] Yale Univ, STEM Program Evaluat & Res Lab STEM PERU, Dept Ecol & Evolutionary Biol, New Haven, CT 06511 USA',\n",
       " '[Demirbag, Cansu; Arikan, Serkan; Mugaloglu, Ebru Zeynep] Bogazici Univ, Fac Educ, Istanbul, Turkey',\n",
       " '[Zhuang, Tengteng; Cheung, Alan C. K.] Chinese Univ Hong Kong, Dept Educ Adm & Policy, Hong Kong, Peoples R China; [Tam, Winnie] Chinese Univ Hong Kong, Ctr Univ Sch Partnership, Hong Kong, Peoples R China',\n",
       " '[Macalalag, Jr Augusto Z.; Johnson, Joseph; Lai, Michelle] Arcadia Univ, Sch Educ, 450 S Easton Rd, Glenside, PA 19038 USA',\n",
       " '[Eglash, Ron] Univ Michigan, Sch Informat, Ann Arbor, MI 48109 USA; [Lachney, Michael] Michigan State Univ, Coll Educ, E Lansing, MI 48824 USA; [Babbitt, William; Davis, James] Rensselaer Polytech Inst, Dept Sci & Technol Studies, Troy, NY 12181 USA; [Bennett, Audrey] Univ Michigan, Penny W Stamps Sch Art & Design, Ann Arbor, MI 48109 USA; [Reinhardt, Martin] Northern Michigan Univ, Ctr Nat Amer Studies, Marquette, MI USA',\n",
       " '[Jones, Rebecca M.] George Mason Univ, Dept Chem & Biochem, Fairfax, VA 22030 USA; [Cleaver, Rachel] George Mason Univ, Off Admiss, Fairfax, VA 22030 USA',\n",
       " '[Manuel Bautista-Vallejo, Jose] Univ Huelva, Dept Pedag, Huelva, Spain; [Manuel Hernandez-Carrera, Rafael] Univ Int Rioja, Dept Didact & Org Escolar, Logrono, Spain',\n",
       " '[Koyunlu Unlu, Zeynep] Bozok Univ, Div Classroom Instruct Educ, Yozgat, Turkey; [Dokme, Ilbilge] Gazi Univ, Dept Math & Sci Educ, Ankara, Turkey',\n",
       " '[St James, Andrew R.] Cornell Univ, Dept Microbiol, Ithaca, NY 14853 USA; [Campbell, Darlene] Cornell Univ, Off Undergrad Biol, Ithaca, NY 14853 USA',\n",
       " '[Bustamante, Andres S.] Univ Calif Irvine, Sch Educ, 3363 Educ Bldg, Irvine, CA 92617 USA; [Schlesinger, Molly; Evans, Natalie; Hirsh-Pasek, Kathy] Temple Univ, Dept Psychol, Philadelphia, PA 19122 USA; [Begolli, Kreshnik Nasi] Calif State Univ Long Beach, Dept Psychol, Long Beach, CA 90840 USA; [Golinkoff, Roberta M.] Univ Delaware, Sch Educ, Newark, DE 19716 USA; [Shahidi, Nabil] Onno Architects, Dhaka, Bangladesh; [Zonji, Shekufeh] Early Childhood Dev Act Network, Washington, DC USA; [Riesen, Cristina] We Are Play Lab Fdn, Zurich, Switzerland',\n",
       " '[Hu, Chih-Chien; Yeh, Hui-Chin; Chen, Nian-Shing] Natl Yunlin Univ Sci & Technol, Res Ctr Smart Learning, 123 Univ Rd,Sec 3, Touliu 64002, Yunlin, Taiwan; [Hu, Chih-Chien] Natl Yunlin Univ Sci & Technol, Coll Future, 123 Univ Rd,Sec 3, Touliu 64002, Yunlin, Taiwan; [Hu, Chih-Chien; Yeh, Hui-Chin; Chen, Nian-Shing] Natl Yunlin Univ Sci & Technol, Dept Appl Foreign Languages, 123 Univ Rd,Sec 3, Touliu 64002, Yunlin, Taiwan',\n",
       " '[Quinn, Candice M.] Middle Tennessee State Univ, Dept Math, Murfreesboro, TN 37130 USA; [Reid, Joshua W.; Gardner, Grant E.] Middle Tennessee State Univ, Dept Biol, Murfreesboro, TN 37130 USA',\n",
       " '[Ozkan, Gulbin; Umdu Topsakal, Unsal] Yildiz Tech Univ, Math & Sci Educ, Istanbul, Turkey',\n",
       " '[Pleasants, Jacob] Keene State Coll, 378 Putnam Sci Ctr, Keene, NH 03435 USA',\n",
       " '[Villanueva Baselga, Sergio] Univ Barcelona, Dept Lib & Informat Sci & Audiovisual Commun, Carrer Melcior de Palau 140, Barcelona 08014, Spain; [Villanueva Baselga, Sergio] Univ Barcelona, Ctr Res Informat Commun & Culture CRICC, Carrer Melcior de Palau 140, Barcelona 08014, Spain; [Marimon Garrido, Oriol; Gonzalez Buron, Helena] Big Van Ciencia, Avinguda St Ferran 25, Cornella De Llobregat 08940, Spain',\n",
       " '[Lee, Okhee] NYU, 239 Greene St,Room 620, New York, NY 10031 USA; [Stephens, Amy] Natl Acad Sci Engn & Med, Washington, DC USA',\n",
       " '[Sabbah, Soryna; Heyd-Metzuyanim, Einat] Technion Israel Inst Technol, Fac Educ Sci & Technol, Haifa, Israel',\n",
       " '[Hacioglu, Yasemin; Donmez Usta, Necla] Giresun Univ, Fac Educ, TR-28200 Giresun, Turkey',\n",
       " '[Barnard, Marie; Sparkmon, Wesley] Univ Mississippi, Dept Pharm Adm, 234 Faser Hall, University, MS 38677 USA; [Dehon, Erin; Compretta, Caroline; Notebaert, Andrew; Stray, Stephen; Taylor, Juanyce; Sullivan, Donna; Rockhold, Robin] Univ Mississippi, Med Ctr, Jackson, MS 39216 USA; [Meyer, Edgar] Univ Arkansas Med Sci, Little Rock, AR 72205 USA',\n",
       " '[Barlow, Allyson] Univ Nevada Reno, Sch Chem & Mat Engn, 1664 N Virginia St M, Reno, NV 89557 USA; [Brown, Shane] Oregon State Univ, Sch Civil & Construct Engn, 101 Kearney Hall, Corvallis, OR 97331 USA; [Lutz, Benjamin] Calif Polytech State Univ San Luis Obispo, 1 Grand Ave,Bldg 13-221, San Luis Obispo, CA 93407 USA; [Pitterson, Nicole] Dept Engn Educ, 369 Goodwin Hall,635 Prices Fork Rd, Blacksburg, VA USA; [Hunsu, Nathaniel] Univ Georgia, Coll Engn, Athens, GA 30602 USA; [Adesope, Olusola] Washington State Univ, Coll Educ, Dept Kinesiol & Educ Psychol, Room 356,Cleveland Hall, Pullman, WA 99164 USA',\n",
       " '[Knekta, Eva] Umea Univ, Dept Sci & Math Educ, S-90187 Umea, Sweden; [Knekta, Eva; Eddy, Sarah] Florida Int Univ, Dept Biol Sci, Miami, FL 33199 USA; [Rowland, Ashley A.; Corwin, Lisa A.] Univ Colorado, Dept Ecol & Evolutionary Biol, Boulder, CO 80309 USA',\n",
       " '[Chen, Chia-Chen; Huang, Po-Hao] Natl Chung Hsing Univ, Management Informat Syst, Taichung, Taiwan',\n",
       " '[Quigley, Cassie F.] Univ Pittsburgh, 5517 WW Posvar Hall, Pittsburgh, PA 15231 USA; [Herro, Dani] Clemson Univ, Digital Media & Learning, Clemson, SC 29631 USA; [King, Elizabeth] Univ Wisconsin, Educ Fdn, Whitewater, WI 53190 USA; [Plank, Holly] Univ Pittsburgh, Learning Sci & Policy, Pittsburgh, PA USA',\n",
       " '[Schwortz, Andria C.; Burrows, Andrea C.] Univ Wyoming, Secondary Educ, Laramie, WY USA; [Schwortz, Andria C.] Univ Wyoming Nat Sci, Quinsigamond Community Coll, Phys & Astron, 670 W Boylston St,Box 224, Worcester, MA 01606 USA',\n",
       " '[Nguyen, Hien D.] Univ Informat Technol, Ho Chi Minh City, Vietnam; [Nguyen, Hien D.] Vietnam Natl Univ, Ho Chi Minh City, Vietnam; [Do, Nhon, V] Ho Chi Minh City Open Univ, Ho Chi Minh City, Vietnam; [Tran, Nha P.] Univ Transport & Commun, Campus Ho Chi Minh City, Hanoi, Vietnam; [Xuan Hau Pham] Quang Binh Univ, Dong Hoi City, Quang Binh, Vietnam; [Pham, Vuong T.] Sai Gon Univ, Ho Chi Minh City, Vietnam',\n",
       " '[Lyon, Joseph A.] Purdue Univ, Sch Engn Educ, W Lafayette, IN 47907 USA; [Fennell, Hayden W.] Purdue Univ, Dept Comp & Informat Technol, W Lafayette, IN 47907 USA; [Magana, Alejandra J.] Purdue Univ, Comp & Informat Technol & Engn Educ, W Lafayette, IN 47906 USA',\n",
       " '[Takeuchi, Miwa A.; Sengupta, Pratim; Shanahan, Marie-Claire; Adams, Jennifer D.; Hachem, Maryam] Univ Calgary, Werklund Sch Educ, Educ Studies Learning Sci, Calgary, AB, Canada',\n",
       " '[Clements, Douglas H.; Sarama, Julie] Univ Denver, Marsico Inst, Denver, CO USA; [Vinh, Megan; Lim, Chih-Ing] Univ N Carolina, Frank Porter Graham Child Dev Inst, Chapel Hill, NC 27515 USA',\n",
       " '[Moen, Katherine C.; Beck, Melissa R.; Saltzmann, Stephanie M.; Cowan, Tovah M.; Burleigh, Lauryn M.; Cohen, Alex S.; Greening, Steven G.] Louisiana State Univ, Dept Psychol, 236 Audubon Hall, Baton Rouge, LA 70803 USA; [Moen, Katherine C.] Univ Nebraska, Dept Psychol, Kearney, NE USA; [Butler, Leslie G.] Louisiana State Univ, Dept Chem, Baton Rouge, LA 70803 USA; [Ramanujam, Jagannathan] Louisiana State Univ, Ctr Computat & Technol, Baton Rouge, LA 70803 USA',\n",
       " '[Sondergeld, Toni A.] Drexel Univ, Sch Educ, 3401 Market St,3rd Floor, Philadelphia, PA 19104 USA',\n",
       " '[Nallapothula, Dhiraj; Han, Selina; Herrera, Carlos; Maloy, Jeffrey] Univ Calif Los Angeles, Dept Life Sci Core Educ, Los Angeles, CA 90095 USA; [Lozano, Jennifer Berdan; Sayson, Hannah Whang; Levis-Fitzgerald, Marc] Univ Calif Los Angeles, Ctr Adv Teaching, Ctr Educ Assessment, Los Angeles, CA 90095 USA',\n",
       " '[Alomari, Hakam W.; Ramasamy, Vijayalakshmi; Kiper, James D.] Miami Univ, Dept Comp Sci & Software Engn, Oxford, OH 45056 USA; [Potvin, Geoff] Florida Int Univ, Dept Phys, Miami, FL 33199 USA',\n",
       " '[Kim, Ji-Yun; Lee, Tae-Wuk] Korea Natl Univ Educ, Dept Comp Educ, Cheongju 28173, South Korea; [Chung, Hyunsong] Korea Natl Univ Educ, Dept English Educ, Cheongju 28173, South Korea; [Jung, Eun Young] Korea Natl Univ Educ, Dept Art Educ, Cheongju 28173, South Korea; [Kim, Jin-Ok] Gwangju Woulsan Elementary Sch, Gwangju 61630, South Korea',\n",
       " '[Bramstedt, Karina] Luxembourg Agcy Res Integr LARI 6, Luxembourg, Luxembourg; [Bramstedt, Karina] Bond Univ, Fac Med & Hlth Sci, Robina, Qld, Australia',\n",
       " '[Henriksen, Danah] Arizona State Univ, Div Educ Leadership & Innovat, POB 37100,Mail Code 3151, Phoenix, AZ 85069 USA; [Mishra, Punya] Arizona State Univ, Mary Lou Fulton Teachers Coll, Farmer Educ Bldg,Suite 402,1050 S Forest Mall, Tempe, AZ 85287 USA',\n",
       " '[Le Hai My Ngan] Ho Chi Minh City Univ Educ, Fac Phys, Ho Chi Minh City, Vietnam; [Nguyen Van Hien] Hanoi Natl Univ Educ, Fac Biol, Hanoi, Vietnam; [Le Huy Hoang] Hanoi Natl Univ Educ, Fac Technol Educ, Hanoi, Vietnam; [Nguyen Duy Hai] Hanoi Natl Univ Educ, IT Ctr, Hanoi, Vietnam; [Nguyen Van Bien] Hanoi Natl Univ Educ, Fac Phys, Hanoi, Vietnam',\n",
       " '[Woods, Stacey] Boise State Univ, Boise, ID 83725 USA; [Hsu, Yu-Chang] Boise State Univ, Dept Educ Technol, 1910 Univ Dr,MS 1747, Boise, ID 83725 USA',\n",
       " '[Wieselmann, Jeanna R.] Southern Methodist Univ, Caruth Inst Engn Educ, Dallas, TX 75275 USA; [Roehrig, Gillian H.] Univ Minnesota, STEM Educ Ctr, St Paul, MN 55108 USA; [Kim, Justine N.] Meadow Lake Elementary Sch, New Hope, MN USA',\n",
       " '[Bernacki, Matthew L.] Univ N Carolina, Sch Educ, CB3500 Peabody Hall 113, Chapel Hill, NC 27599 USA; [Vosicka, Lucie] Univ Nevada, Dept Educ Psychol & Higher Educ, Las Vegas, NV 89154 USA; [Utz, Jenifer C.] Univ Nevada, Sch Life Sci, Las Vegas, NV 89154 USA',\n",
       " '[Eadkong, Thammarong; Pimton, Pimchanok; Dam-O, Punsiri; Channuie, Phongpichit] Walailak Univ, Sch Sci, Nakhon Si Thammarat 80160, Thailand; [Pimton, Pimchanok; Dam-O, Punsiri; Channuie, Phongpichit] Walailak Univ, Res Grp Appl Computat & Theoret Sci ACTS, Thasala 80160, Nakhon Si Thamm, Thailand; [Channuie, Phongpichit] Walailak Univ, Coll Grad Studies, Thasala 80160, Nakhon Si Thamm, Thailand',\n",
       " '[Lin, Yu-Tzu; Hsieh, Hsin-Ling] Natl Taiwan Normal Univ, Grad Inst Informat & Comp Educ, Inst Res Excellence Learning Sci, Taipei 10610, Taiwan; [Yeh, Martin K-C] Penn State Univ Brandywine, Informat Sci & Technol, Media, PA USA',\n",
       " '[Barlow, Allyson; Brown, Shane] Oregon State Univ, Sch Civil & Construct Engn, 101 Kearney Hall, Corvallis, OR 97331 USA',\n",
       " '[Li, Yeping; Xiao, Yu; Nite, Sandra B.] Texas A&M Univ, College Stn, TX 77843 USA; [Wang, Ke] Nicholls State Univ, Thibodaux, LA 70310 USA; [Froyd, Jeffrey E.] Ohio State Univ, Columbus, OH 43210 USA',\n",
       " '[Atit, Kinnari] Univ Calif Riverside, Grad Sch Educ, 1207 Sproul Hall, Riverside, CA 92521 USA; [Uttal, David H.] Northwestern Univ, Sch Educ & Social Policy, Evanston, IL USA; [Stieff, Mike] Univ Illinois, Learning Sci Res Inst, Chicago, IL USA',\n",
       " '[Denton, Maya; Boklage, Audrey] Univ Texas Austin, Ctr Engn Educ, 2501 Speedway, Austin, TX 78712 USA; [Borrego, Maura] Univ Texas Austin, Ctr Engn Educ, 204 E Dean Keeton St, Austin, TX 78712 USA',\n",
       " '[Leung, Allen] Hong Kong Baptist Univ, Dept Educ Studies, Kowloon, Tong Campus, Hong Kong, Peoples R China',\n",
       " '[King, K. D.; Ochsendorf, R. J.; Solomon, G. E. A.; Sloane, F. C.] Natl Sci Fdn, Alexandria, VA 22314 USA',\n",
       " '[Reynante, Brandon M.; Selbach-Allen, Megan E.; Pimentel, Daniel R.] Stanford Univ, Grad Sch Educ, Stanford, CA 94305 USA',\n",
       " '[Hill, Lucas B.] Univ Wisconsin, Wisconsin Ctr Educ Res, Madison, WI 53706 USA',\n",
       " '[Almukhambetova, Ainur; Kuzhabekova, Aliya] Nazarbayev Univ, Grad Sch Educ, Astana, Kazakhstan; [Kuzhabekova, Aliya] Carleton Univ, Ctr Res & Educ Women & Work, Ottawa, ON, Canada',\n",
       " '[Choo, Sam; Park, Sunhi; Nelson, Nancy J.] Univ Oregon, Eugene, OR 97403 USA',\n",
       " '[Watson, Jane; Fitzallen, Noleine; Wright, Suzie] Univ Tasmania, Sch Educ, Hobart, Tas, Australia; [English, Lyn] Queensland Univ Technol, Fac Educ, Kelvin Grove, Australia',\n",
       " '[Jones, Shannon] Univ Richmond, Richmond, VA 23173 USA',\n",
       " '[Lansiquot, Reneta] CUNY, New York City Coll Technol, New York, NY 10021 USA',\n",
       " '[Zhu, Meina] Wayne State Univ, Detroit, MI 48202 USA',\n",
       " '[Hollett, Ty] Penn State Univ, Dept Learning & Performance Syst, State Coll, PA 16801 USA; [Vivoni, Francisco] Worcester State Univ, Dept Sociol, Worcester, MA USA',\n",
       " '[Mateos-Nunez, Milagros; Martinez-Borreguero, Guadalupe; Luis Naranjo-Correa, Francisco] Univ Extremadura, Dept Sci Teaching, Badajoz 06006, Spain',\n",
       " '[Lasica, Ilona-Elefteryja; Meletiou-Mavrotheris, Maria] European Univ Cyprus, Dept Educ Sci, CY-1516 Nicosia, Cyprus; [Lasica, Ilona-Elefteryja; Meletiou-Mavrotheris, Maria; Katzis, Konstantinos] Ctr Excellence Risk & Decis Sci CERIDES, ICT Enhanced Educ Lab, CY-2404 Nicosia, Cyprus; [Katzis, Konstantinos] European Univ Cyprus, Comp Sci & Engn, CY-1516 Nicosia, Cyprus',\n",
       " '[Petrov, Plamen D.; Atanasova, Tatiana V.] Bulgarian Acad Sci, Inst Informat & Commun Technol, Sofia 1113, Bulgaria',\n",
       " '[Xu, Meidan; Gu, Jianjun] Nanjing Normal Univ, Sch Educ Sci, 122 Ninghai Rd, Nanjing, Jiangsu, Peoples R China; [Williams, P. John] Curtin Univ, Perth, WA, Australia; [Zhang, Hang] State Grid, Taizhou Power Supply Co, Taizhou, Peoples R China',\n",
       " '[Murphy, Steve] Charles Sturt Univ, Wagga Wagga, NSW, Australia',\n",
       " '[Neumann, Irene] Leuphana Univ Luneburg, Fac Educ, Univ Sallee 1, D-21335 Luneburg, Germany; [Deeken, Christoph; Neumann, Irene; Heinze, Aiso] IPN Leibniz Inst Sci & Math Educ, Olshausenstr 62, D-24118 Kiel, Germany',\n",
       " '[Chirikov, Igor] Univ Calif Berkeley, Berkeley, CA 94720 USA; [Chirikov, Igor; Semenova, Tatiana; Maloshonok, Natalia] Natl Res Univ Higher Sch Econ, Moscow, Russia; [Bettinger, Eric] Stanford Univ, Stanford, CA 94305 USA; [Kizilcec, Rene F.] Cornell Univ, Ithaca, NY USA',\n",
       " '[McNamara, Jade] Univ Maine, Sch Food & Agr, Orono, ME 04469 USA; [Sweetman, Sara] Univ Rhode Isl, Sch Educ, Kingston, RI 02881 USA; [Connors, Priscilla] Univ Northern Texas, Coll Merchandizing Hospitality & Tourism, Denton, TX USA; [Lofgren, Ingrid; Greene, Geoffrey] Univ Rhode Isl, Dept Nutr & Food Sci, Kingston, RI 02881 USA; [McNamara, Jade] Univ Rhode Isl, Kingston, RI 02881 USA',\n",
       " '[Gdansky, Nikolay Ivanovich; Budnik, Alexander Alekseevich; Sokolov, Igor Vladimirovich] First Cossack Univ, KG Razumovcky Moscow State Univ Technol & Managem, Moscow, Russia; [Kulikova, Natalia Lvovna] Fed State Budget Educ Inst Higher Educ, Krasnoyarsk, Russia',\n",
       " '[Gleason, Daniel W.] Maine East High Sch, English Dept, Park Ridge, IL 60068 USA',\n",
       " '[Jeong, Jin Su; Gonzalez-Gomez, David] Univ Extremadura, Dept Didcict Ciencias Expt & Matemat, Avd Univ S-N, Caceres 10004, Spain',\n",
       " '[Hanson, Sandra L.] Catholic Univ, Dept Sociol, 620 Michigan Ave NE, Washington, DC 20064 USA; [Krywult-Albanska, Malgorzata] Pedag Univ Cracow, Inst Philosophy & Sociol, Dept Methodol Social Sci, Krakow, Poland',\n",
       " '[Chen, Ya-Ling; Huang, Lee-Feng] Natl Pingtung Univ, Dept Early Childhood Educ, 4-18 Minshung Rd, Pingutng 900, Taiwan; [Wu, Pei-Chen] Natl Pingtung Univ, Dept Educ Psychol & Counseling, 4-18 Minshung Rd, Pingutng 900, Taiwan',\n",
       " '[Yildirim, Bekir] Mus Alparslan Univ, Fac Educ, Dept Math & Sci Educ, Mus, Turkey',\n",
       " '[Falloon, Garry; Bower, Matt; Forbes, Anne; Stevenson, Michael] Macquarie Univ, Macquarie Sch Educ, Fac Arts, Sydney, NSW, Australia; [Hatzigianni, Maria] Univ Melbourne, Fac Educ, Melbourne, Vic, Australia',\n",
       " '[Cheng, Yin Cheong] Educ Univ Hong Kong, Tai Po, Dept Educ Policy & Leadership, Hong Kong, Peoples R China; [So, Winnie Wing Mui] Educ Univ Hong Kong, Dept Sci & Environm Studies, Tai Po, Hong Kong, Peoples R China',\n",
       " '[Jones, Derek; Lotz, Nicole; Holden, Georgy] Open Univ, Fac STEM, Sch Engn & Innovat, Walton Hall, Milton Keynes MK7 6AA, Bucks, England',\n",
       " '[Fung, Chak-Him] Educ Univ Hong Kong, Tai Po, 10 Lo Ping Rd, Hong Kong, Peoples R China',\n",
       " '[Faulconer, E. K.; Wood, B.; Griffith, J. C.] Embry Riddle Aeronaut Univ, STEM Educ Dept, Worldwide Campus,1 Aerosp Blvd, Daytona Beach, FL 32114 USA',\n",
       " '[Shively, Kate; Hitchens, Carolyn; Hitchens, Nathan] Ball State Univ, Muncie, IN 47306 USA',\n",
       " '[Lopez Simo, Victor; Couso Lagaron, Digna; Simarro Rodriguez, Cristina] Univ Autonoma Barcelona, CRECIM, Barcelona, Spain',\n",
       " '[Li, Yeping; Xiao, Yu] Texas A&M Univ, College Stn, TX 77843 USA; [Wang, Ke] Nicholls State Univ, Thibodaux, LA 70310 USA; [Froyd, Jeffrey E.] Ohio State Univ, Columbus, OH 43210 USA',\n",
       " '[Zakariya, Yusuf F.] Univ Agder, Dept Math Sci, Kristiansand, Norway',\n",
       " '[Emembolu, Itoro; Padwick, Annie; Shimwell, Joe; Sanderson, Jonathan; Davenport, Carol; Strachan, Rebecca] Univ Northumbria Newcastle, Fac Engn & Environm, Newcastle Upon Tyne, Tyne & Wear, England',\n",
       " '[Yata, Chikahiko] Hiroshima Univ, Dept Technol & Informat Educ, Grad Sch Educ, 1-1,Kagamiyama 1 Chome, Higashihiroshima, Japan; [Ohtani, Tadashi] Tokyo Gakugei Univ, Dept Technol Educ, Grad Sch Educ, 4-1-1 Nukuikita Machi, Koganei, Tokyo, Japan; [Isobe, Masataka] Aichi Univ Educ, Dept Technol Educ, 1 Hirosawa,Igaya Cho, Kariya, Aichi, Japan',\n",
       " '[Strawhacker, Amanda; Bers, Marina] Tufts Univ, Dept Child Study & Human Dev, 105 Coll Ave, Medford, MA 02155 USA; [Verish, Clarissa; Shaer, Orit] Human Comp Interact Lab, Dept Comp Sci, 106 Cent St, Wellesley, MA 02481 USA',\n",
       " '[Mohammadi, Arefeh] Virginia Tech, Engn Educ Dept, Blacksburg, VA 24060 USA; [Grosskopf, Kevin] Univ Nebraska, Durham Sch Architectural Engn & Construct, Lincoln, NE 68588 USA; [Killingsworth, John] Colorado State Univ, Coll Hlth & Human Sci, Ft Collins, CO 80523 USA',\n",
       " '[Peters-Burton, Erin] George Mason Univ, Coll Educ & Human Dev, 4400 Univ Dr,MSN 4B3, Fairfax, VA 22030 USA',\n",
       " '[Fan, Jing-Yun] Tainan Univ Technol, Dept Fash Design, Tainan, Taiwan; [Ye, Jian-Hong] Natl Taiwan Normal Univ, Dept Ind Educ, Taipei, Taiwan; [Ye, Jian-Hong] Natl Taiwan Normal Univ, Inst Res Excellence Learning Sci, Taipei, Taiwan',\n",
       " '[McKay, Byron] TEECA, Technol & Engn Educ Program, Reston, VA 20191 USA; [McKay, Byron] TEECA, Student Grp, Reston, VA 20191 USA',\n",
       " '[Hansen, A. K.; Lent, D. D.; Muller, U. K.; Muller, Ulrike] Calif State Univ Fresno, Fresno, CA 93740 USA',\n",
       " '[Nepeina, Kseniia] RAS, RS, Bishkek 49, Bishkek 720049, Kyrgyzstan; [Istomina, Natalia; Bykova, Olga] Moscow State Univ Geodesy & Cartog MIIGAiK, Gorokhovsky Pereulok 4, Moscow 105064, Russia',\n",
       " '[Conradty, Catherine; Bogner, Franz X.] Univ Bayreuth, Fac 2, Ctr Math & Sci Educ Z MNU, Dept Biol, D-95447 Bayreuth, Germany; [Sotiriou, Sofoklis A.] Ellinogermaniki Agogi, R&D Dept, Pallini 15351, Greece',\n",
       " '[Abdukhakimova, Diyora; Xie, Yingqiu] Nazarbayev Univ Sch Sci & Humanities, Dept Biol, Astana, Kazakhstan',\n",
       " '[Parker, Philip D.; Van Zanden, Brooke; Marsh, Herb W.; Duineveld, Jasper J.; Noetel, Michael] Australian Catholic Univ, Inst Posit Psychol & Educ, Sydney, NSW, Australia; [Owen, Katherine] Univ Sydney, SPRINTER Res Grp, Sydney, NSW, Australia; [Owen, Katherine] Univ Sydney, Prevent Res Collaborat, Sydney, NSW, Australia',\n",
       " '[Lin, Kuen-Yi; Yu, Kuang-Chao; Hsiao, Hsien-Sheng; Chang, Yu-Shan; Chien, Yu-Hung] Natl Taiwan Normal Univ, Dept Technol Applicat & Human Resource Dev, 162,Heping East Rd Sect 1, Taipei, Taiwan; [Hsiao, Hsien-Sheng] Natl Taiwan Normal Univ, Chinese Language & Technol Ctr, Taipei, Taiwan; [Hsiao, Hsien-Sheng] Natl Taiwan Normal Univ, Inst Res Excellence Learning Sci, Taipei, Taiwan',\n",
       " '[Fadzli, Sazrol; Yahaya, Jamaiah; Hamdan, Abdul Razak] Univ Kebangsaan Malaysia, Fac Informat Sci & Technol, Bangi, Selangor, Malaysia; [Deraman, Aziz] Univ Malaysia Terengganu, Sch Informat & Appl Math, Kuala Terengganu, Terengganu, Malaysia; [Halim, Lilia] Univ Kebangsaan Malaysia, Fac Educ, Bangi, Selangor, Malaysia; [Yahaya, Noor Zaitun; Zahari, Mohamed Shahrir Mohamed] Univ Malaysia Terengganu, Sch Ocean Engn, Kuala Terengganu, Malaysia; [Rais, Izhar Abadi Ibrahim] Mineral Res Ctr, Dept Mineral & Geosci, Ipoh, Perak, Malaysia',\n",
       " '[Halpin, Patricia A.] Univ New Hampshire Manchester, Dept Life Sci, 88 Commercial St, Manchester, NH 03101 USA; [Donahue, Ann E.] Univ New Hampshire Manchester, Manchester, NH 03101 USA; [Johnson, Kathryn M. S.] Beloit Coll, Dept Biol, Beloit, WI 53511 USA; [Johnson, Kathryn M. S.] Trail Build LLC, East Troy, WI USA',\n",
       " '[Fendos, Justin] Dongseo Univ, Global Biotechnol, Busan, South Korea',\n",
       " '[Tubb, Adeline L.] UCL, Fac Engn Sci, London, England; [Cropley, David H.; Marrone, Rebecca L.] Univ South Australia, Sch Engn, Adelaide, SA, Australia; [Patston, Tim] Geelong Grammar Sch, Ctr Creat Educ, Geelong, Vic, Australia; [Kaufman, James C.] Univ Connecticut, Neag Sch Educ, Storrs, CT USA',\n",
       " '[Lee, Ning Yuan; Tucker-Kellogg, Greg] Natl Univ Singapore, Computat Biol Programme, Singapore, Singapore; [Lee, Ning Yuan] Natl Univ Singapore, Univ Scholars Programme, Singapore, Singapore; [Tucker-Kellogg, Greg] Natl Univ Singapore, Dept Biol Sci, Singapore, Singapore',\n",
       " '[Lysenko, Tetiana] Washington Univ, Dept Educ, 1 Brookings Dr, St Louis, MO 63130 USA; [Wang, Qingfang] Univ Calif Riverside, Sch Publ Policy, Riverside, CA 92521 USA',\n",
       " '[Kwok, M.; Vela, K. N.; Rugh, M. S.; Capraro, R. M.; Capraro, M. M.] Texas A&M Univ, Teaching Learning & Culture, College Stn, TX 77843 USA; [Vela, K. N.; Rugh, M. S.; Capraro, R. M.; Capraro, M. M.] Texas A&M Univ, Aggie STEM, College Stn, TX 77843 USA; [Lincoln, Y. S.] Texas A&M Univ, Educ Adm & Human Resources, College Stn, TX 77843 USA',\n",
       " '[Altan, Esra Bozkurt] Sinop Univ, Sci & Math Educ Dept, Sinop, Turkey; [Tan, Sema] Sinop Univ, Coll Educ, Special Educ Dept, Sinop, Turkey',\n",
       " '[Tannock, Stuart] UCL, UCL Inst Educ, London WC1H 0AL, England',\n",
       " '[Sirakaya, Mustafa; Sirakaya, Didem Alsancak] Kirsehir Ahi Evran Univ, Dept Comp Technol, Kirsehir, Turkey',\n",
       " '[Arastoopour Irgens, Golnaz] Clemson Univ, Clemson, SC 29634 USA; [Dabholkar, Sugat; Bain, Connor; Woods, Philip; Hall, Kevin; Swanson, Hillary; Horn, Michael; Wilensky, Uri] Northwestern Univ, Evanston, IL USA',\n",
       " '[Borda, Emily; Schumacher, Emily; Hanley, Daniel; Geary, Edward; Warren, Shannon; Ipsen, Cassidy; Stredicke, Lauren] Western Washington Univ, 516 High St MS 9155, Bellingham, WA 98225 USA',\n",
       " '[Robertson, Amy D.] Seattle Pacific Univ, Dept Phys, Seattle, WA 98119 USA; [Atkins Elliott, Leslie J.] Boise State Univ, Dept Curriculum Instruct & Fdn Studies, Boise, ID 83725 USA',\n",
       " '[Yannier, Nesra; Hudson, Scott E.; Koedinger, Kenneth R.] Carnegie Mellon Univ, Human Comp Interact Inst, 5000 Forbes Ave, Pittsburgh, PA 15213 USA; [Yannier, Nesra; Hudson, Scott E.; Koedinger, Kenneth R.] Carnegie Mellon Univ, Dept Psychol, 5000 Forbes Ave, Pittsburgh, PA 15213 USA',\n",
       " '[Nguyen Thi To Khuyen] Natl Taiwan Normal Univ, Grad Inst Sci Educ, Taipei 11677, Taiwan; [Nguyen Van Bien] Hanoi Natl Univ Educ, Fac Phys, Hanoi 10000, Vietnam; [Lin, Pei-Ling; Chang, Chun-Yen] Natl Taiwan Normal Univ, Sci Educ Ctr, Taipei 11677, Taiwan; [Lin, Jing] Beijing Normal Univ, Collaborat Innovat Ctr Assessment Basic Educ Qual, Beijing 100875, Peoples R China',\n",
       " '[Johnson, Angela] St Marys Coll Maryland, Educ Studies Dept, St Marys City, MD 20686 USA; [Elliott, Samantha] St Marys Coll Maryland, Biol Dept, St Marys City, MD 20686 USA; [Elliott, Samantha] St Marys Coll Maryland, Ctr Inclus Teaching & Learning, St Marys City, MD 20686 USA',\n",
       " '[Moore, Michael E.] Univ Nebraska, Dept Biochem, Lincoln, NE 68588 USA; [Vega, Dulce M.] St Louis Univ, Dept Psychol, St Louis, MO 63108 USA; [Wiens, Katie M.] Bay Path Univ, Dept Sci, Longmeadow, MA 01106 USA; [Caporale, Natalia] Univ Calif Davis, Dept Neurobiol Physiol & Behav, 1 Shields Ave, Davis, CA 95616 USA',\n",
       " '[Cipollone, Kristin] Ball State Univ, Curriculum & Instruct Elementary Educ, Muncie, IN 47306 USA; [Stich, Amy E.] Univ Georgia, Inst Higher Educ, Higher Educ, Athens, GA 30602 USA; [Weis, Lois] Univ Buffalo State Univ New York, Buffalo, NY USA',\n",
       " '[Kim, Yuran; Jeon, Jaedon] Kyungpook Natl Univ, Grad Sch, Dept Sci Educ, Daegu 41566, South Korea; [Eom, Jooyoung; Lee, Hyonyong] Kyungpook Natl Univ, Dept Earth Sci Educ, Daegu 41566, South Korea',\n",
       " '[Spyropoulou, Natalia; Glaroudis, Dimitrios; Lossifides, Athanasios; Zaharakis, Ioannis D.] Comp Technol Inst & Press CTI Diophantus, Patras, Greece',\n",
       " '[John, Temitope M.; Badejo, Joke A.; Popoola, Segun I.; Atayero, Aderemi A.] Covenant Univ, Dept Elect & Informat Engn, Ota, Ogun State, Nigeria; [Omole, David O.] Covenant Univ, Dept Civil Engn, Ota, Ogun State, Nigeria; [Odukoya, Jonathan A.] Covenant Univ, Dept Psychol, Ota, Ogun State, Nigeria; [Ajayi, Priscilla O.; Aboyade, Mary] Covenant Univ, Ctr Syst & Informat Serv, Ota, Ogun State, Nigeria; [John, Temitope M.; Badejo, Joke A.; Popoola, Segun I.; Omole, David O.; Odukoya, Jonathan A.; Ajayi, Priscilla O.; Aboyade, Mary; Atayero, Aderemi A.] Covenant Univ, Covenant Univ Data Analyt Cluster, Ota, Ogun State, Nigeria',\n",
       " '[Han, Nuri; Nam, Younkyeong] Pusan Natl Univ, Dept Earth Sci Educ, Busan 46241, South Korea',\n",
       " '[Chen, Baiyun; Bastedo, Kathleen; Howard, Wendy] Univ Cent Florida, Ctr Distributed Learning, Orlando, FL 32816 USA',\n",
       " '[Djonko-Moore, Cara M.] Univ Tennessee, Dept Child & Family Studies, Early Childhood Educ, Knoxville, TN USA; [Leonard, Jacqueline; Almughyirah, Sultan M.] Univ Wyoming, Sch Teacher Educ, Math Educ, Laramie, WY 82071 USA; [Almughyirah, Sultan M.] Univ Wyoming, Curriculum & Instruct Program, Laramie, WY 82071 USA; [Holifield, Quintaniay] US Forest Serv, USDA, Baltimore, MD USA; [Bailey, Elsa B.] Elsa Bailey Consulting, San Francisco, CA USA',\n",
       " '[Smith, Caroline; Watson, Jane] Univ Tasmania, Cradle Coast Campus, Burnie, Tas 7320, Australia',\n",
       " '[Cevik, Mustafa] Karamanoglu Mehmetbey Univ, Fac Educ, Karaman, Turkey',\n",
       " '[Knipprath, Heidi] Univ Leuven, KU Leuven, Res Inst Work & Soc, HIVA, Leuven, Belgium',\n",
       " 'China',\n",
       " 'China',\n",
       " '[Leshner, Alan I.] Amer Assoc Advancement Sci, Washington, DC 20005 USA',\n",
       " '[Cadaret, Caitlin N.; Yates, Dustin T.] Univ Nebraska, Dept Anim Sci, Lincoln, NE USA',\n",
       " '[Kim, Nam Ju] Univ Miami, Dept Teaching & Learning, Coral Gables, FL 33124 USA; [Belland, Brian R.; Walker, Andrew E.] Utah State Univ, Dept Instruct Technol & Learning Sci, Logan, UT 84322 USA',\n",
       " '[Love, Tyler S.] Univ Maryland Eastern Shore, Thomas Briggs Arts & Tech Ctr, Suite 110,Room 122, Princess Anne, MD 21853 USA; [Wells, John G.] Virginia Tech, 317 War Mem Hall 0313, Blacksburg, VA 24060 USA',\n",
       " '[Beymer, Patrick N.; Rosenberg, Joshua M.; Schmidt, Jennifer A.] Michigan State Univ, Dept Counseling Educ Psychol & Special Educ, Erickson Hall,620 Farm Lane Rm 447, E Lansing, MI 48824 USA; [Naftzger, Neil J.] Aftersch & Youth Dev Amer Inst Res, 1120 E Diehl Rd,Suite 200, Naperville, IL 60563 USA',\n",
       " '[Ballen, Cissy J.; Thompson, Seth K.; Blum, Jessamina E.; Cotner, Sehoya] Univ Minnesota, Dept Biol Teaching & Learning, Minneapolis, MN 55455 USA; [Thompson, Seth K.] Univ Minnesota, Dept Water Resources, Minneapolis, MN 55455 USA; [Newstrom, Nicholas P.] Univ Minnesota, Program Human Sexual, Minneapolis, MN 55455 USA',\n",
       " '[Saw, Guan] Univ Texas San Antonio, Dept Educ Psychol, 501 W Cesar E Chavez Blvd, San Antonio, TX 78207 USA; [Chang, Chi-Ning] Texas A&M Univ, Dept Educ Psychol, Res Measurement & Stat Program, College Stn, TX 77843 USA',\n",
       " '[Harris, Anne; de Bruin, Leon R.] Monash Univ, Dept Educ, 29 Ancora Imparo Way, Melbourne, Vic, Australia',\n",
       " '[Lynch, Sharon J.; Ford, Michael; Han, Edmund] George Washington Univ, Dept Curriculum & Pedag, Washington, DC USA; [Burton, Erin Peters] George Mason Univ, Div Educ Psychol Res Methods & Educ Policy, Fairfax, VA 22030 USA; [Behrend, Tara] George Washington Univ, Dept Org Sci & Commun, Washington, DC USA; [House, Ann] SRI Menlo Pk, Menlo Pk, CA USA; [Spillane, Nancy] West Virginia Univ, WVUteach Program, Ctr Excellence STEM Educ, Morgantown, WV USA; [Matray, Shari] George Washington Univ, Dept Counseling & Human Dev, Washington, DC USA; [Means, Barbara] Learning Sci Res Digital Promise, Redwood City, CA USA',\n",
       " '[McNeely, Connie L.] George Mason Univ, Fairfax, VA 22030 USA; [McNeely, Connie L.] George Mason Univ, Publ Policy, Fairfax, VA 22030 USA; [McNeely, Connie L.] George Mason Univ, Ctr Sci Technol & Innovat Policy, Fairfax, VA 22030 USA; [McNeely, Connie L.] George Mason Univ, Ctr Educ Policy & Evaluat, Fairfax, VA 22030 USA; [Fealing, Kaye Husbands] Georgia Inst Technol, Sch Publ Policy, Atlanta, GA USA',\n",
       " '[Woodgate, Fiona] New Zealand Tertiary Coll, Auckland, New Zealand',\n",
       " '[Garibay, Juan C.] Univ Virginia, Curry Sch Educ, Charlottesville, VA 22903 USA',\n",
       " '[Fletcher, J. D.] Inst Def Anal, Sci & Technol Div, 4850 Mark Ctr Dr, Alexandria, VA 22311 USA',\n",
       " '[Auerbach, Anna Jo J.; Andrews, Tessa C.] Univ Georgia, Dept Genet, 120 East Green St, Athens, GA 30602 USA',\n",
       " '[Craig, Scotty D.] Arizona State Univ, Human Syst Engn, 7271 E Sonoran Arroyo Mall,Santa Catalina Hall, Mesa, AZ 85212 USA; [Graesser, Arthur C.] Univ Memphis, Inst Intelligent Syst, Memphis, TN 38152 USA; [Perez, Ray S.] Off Naval Res, Warfighter Performance Dept, Arlington, VA 22217 USA',\n",
       " '[Holmes, Kathryn] Western Sydney Univ, Sch Educ, Sydney, NSW, Australia; [Gore, Jennifer; Smith, Max; Lloyd, Adam] Univ Newcastle, Sch Educ, Newcastle, NSW, Australia',\n",
       " '[Han, Guang; Martin, Robert A.] Iowa State Univ, Dept Agr Educ & Studies, Ames, IA 50011 USA',\n",
       " '[Jung, Sung Eun] Univ Georgia, Dept Educ Theory & Practice, Athens, GA 30602 USA; [Won, Eun-sok] Mokwon Univ, Dept Liberal Arts Educ, Daejeon 35349, South Korea',\n",
       " '[Thibaut, Lieve; Knipprath, Heidi] Katholieke Univ Leuven, Res Grp Educ & Labour Mkt, Res Inst Work & Soc HIVA, Pk Str 47 Box 5300, B-3000 Leuven, Belgium; [Dehaene, Wim] Katholieke Univ Leuven, Dept Elect Engn ESAT, MICAS, Microelect & Sensors, Kasteelpk Arenberg 10 Box 2443, B-3001 Leuven, Belgium; [Depaepe, Fien] Katholieke Univ Leuven, Fac Psychol & Educ Sci, Ctr Instruct Psychol & Technol, Dekenstr 2 Box 3773, B-3000 Leuven, Belgium',\n",
       " '[Romulo, Chelsie L.] Univ Northern Colorado, Environm & Sustainabil Studies, 501 20th St, Greeley, CO 80639 USA; [Raoufi, Arzo] George Mason Univ, Dept Biol, Fairfax, VA 22030 USA; [Largen, Kim] George Mason Univ, Dept Environm Sci & Policy, Fairfax, VA 22030 USA; [Schwebach, J. Reid] George Mason Univ, COS High Sch Outreach & Recruitment, Fairfax, VA 22030 USA; [Schwebach, J. Reid] George Mason Univ, Governors Sch Innovat Pk, Dept Biol, Fairfax, VA 22030 USA',\n",
       " '[Peters-Burton, Erin] George Mason Univ, Sci Educ, Fairfax, VA 22030 USA',\n",
       " '[Delahunty, Thomas] Univ Nebraska, Lincoln, NE 68588 USA; [Seery, Niall] Athlone Inst Technol, Athlone, Ireland; [Seery, Niall] KTH Royal Inst Technol, Stockholm, Sweden; [Lynch, Raymond] Univ Limerick, Limerick, Ireland',\n",
       " '[Malachowski, Mitchell] Univ San Diego, San Diego, CA 92110 USA',\n",
       " '[Chaytor, Jennifer; Karpovich, David; Cole, Adrianne] Saginaw Valley State Univ, Saginaw, MI USA',\n",
       " '[Corbo, Joel; Quan, Gina] Univ Colorado, Ctr STEM Learning, Boulder, CO 80309 USA; [Ngai, Courtney; Pilgrim, Mary] Colorado State Univ, Math, Ft Collins, CO 80523 USA; [Reinholz, Daniel] San Diego State Univ, Math, San Diego, CA 92182 USA; [Falkenberg, Karen] Colorado State Univ, Inst Learning & Teaching, Ft Collins, CO 80523 USA; [Wise, Sarah] Univ Colorado, Acad Technol Design Team, Boulder, CO 80309 USA',\n",
       " '[Kelleher, Clarice; Turnpenny, Benjamin] SUNY Binghamton, Chem, Vestal, NY 13850 USA; [Silva, Alexsandra] SUNY Binghamton, Dept Chem, Binghamton, NY USA',\n",
       " '[Karukstis, Kerry] Harvey Mudd Coll, Claremont, CA 91711 USA; [Malachowski, Mitchell] Univ San Diego, San Diego, CA 92110 USA',\n",
       " '[Robinson, Leslie; Carlson, Philip; Bishop, G. Reid] Belhaven Univ, Chem, Jackson, MS USA',\n",
       " '[Weaver, Gabriela] Univ Massachusetts, Chem, Amherst, MA 01003 USA; [Weaver, Gabriela] Univ Massachusetts, Inst Teaching Excellence & Fac Dev, Amherst, MA 01003 USA',\n",
       " '[Martin-Ramos, Pablo] Univ Zaragoza, EPS, Carretera Cuarte S-N, Huesca 22071, Spain; [Joao Lopes, Maria; Margarida Lima da Silva, M.; Gomes, Pedro E. B.] Univ Coimbra, JeKnowledge, Rua Largo, P-3004516 Coimbra, Portugal; [Martin-Ramos, Pablo; Pereira da Silva, Pedro S.; Ramos Silva, Manuela] Univ Coimbra, Dept Phys, CFisUC, Rua Larga, P-3004516 Coimbra, Portugal; [Domingues, Jose P. P.] Univ Coimbra, IBILI, Biomed Inst Res Light & Image, P-3000548 Coimbra, Portugal',\n",
       " '[Mullet, Dianna R.] Univ North Texas, Doctorate Educ Psychol, Denton, TX 76203 USA; [Kettler, Todd] Univ North Texas, Educ Psychol, Denton, TX 76203 USA; [Sabatini, AnneMarie] Univ North Texas, Texas Acad Math & Sci, Denton, TX 76203 USA',\n",
       " '[Persaud-Sharma, Dharam; Burns, Joseph] Florida Int Univ, Herbert Wertheim Coll Med, Miami, FL 33199 USA',\n",
       " '[Ellison, Scott] Univ Northern Iowa, Dept Educ Psychol & Fdn, McCollum Sci Hall 237, Cedar Falls, IA 50614 USA; [Allen, Ben] Oak Ridge Natl Lab, Biol & Environm Res Informat Syst, POB 2008,MS6335, Oak Ridge, TN 37831 USA',\n",
       " '[Mulligan, Joanne; Mitchelmore, Michael] Macquarie Univ, Dept Educ Studies, Sydney, NSW 2109, Australia; [Woolcott, Geoffrey] Southern Cross Univ, Sch Educ, East Lismore, NSW 2480, Australia; [Davis, Brent] Univ Calgary, Werklund Sch Educ, Calgary, AB T2N 1N4, Canada',\n",
       " '[Bazelais, Paul; Doleck, Tenzin] McGill Univ, 3700 McTavish St, Montreal, PQ H3A 1Y2, Canada',\n",
       " '[Barak, Moshe; Assal, Muhammad] Ben Gurion Univ Negev, Dept Sci & Technol Educ, IL-84105 Beer Sheva, Israel',\n",
       " '[Vakil, Sepehr] Univ Texas Austin, STEM Educ, Austin, TX 78712 USA',\n",
       " '[Tay, Juliana; Salazar, Alissa; Lee, Hyeseong] Purdue Univ, 100 N Univ St, W Lafayette, IN 47907 USA',\n",
       " '[Ihrig, Lori M.; Assouline, Susan G.] Univ Iowa, 600 Blank Honors Ctr, Iowa City, IA 52242 USA; [Lane, Erin] Univ Iowa, Counselor Educ & Supervis, Iowa City, IA 52242 USA; [Mahatmya, Duhita] Univ Iowa, Coll Educ, Iowa City, IA 52242 USA',\n",
       " '[Dare, Emily A.; Ellis, Joshua A.] Michigan Technol Univ, 1400 Townsend Dr, Houghton, MI 49931 USA; [Roehrig, Gillian H.] Univ Minnesota, 1954 Buford Ave, St Paul, MN 55108 USA',\n",
       " '[Schwartz, James S. J.] Wichita State Univ, Dept Philosophy, 1845 N Fairmont, Wichita, KS 67260 USA',\n",
       " '[Howie, Peter] Nazarbayev Univ, Grad Sch Publ Policy, Econ, Astana, Kazakhstan',\n",
       " '[Hill-Cunningham, P. Renee; Mott, Michael S.; Hunt, Anna-Blair] Univ Mississippi, Sch Educ, University, MS 38677 USA',\n",
       " '[Ong, Maria; Smith, Janet M.; Ko, Lily T.] TERC, 2067 Massachusetts Ave, Cambridge, MA 02140 USA',\n",
       " '[Xu, Yonghong Jade] Univ Memphis, Counseling Educ Psychol & Res, Ball Hall 100, Memphis, TN 38152 USA',\n",
       " '[Jagannathan, Radha; Delacalle, Maia] Rutgers State Univ, Bloustein Sch Planning 8 Publ Policy, New Brunswick, NJ 08901 USA; [Camasso, Michael J.] Rutgers State Univ, Sch Environm & Biol Sci, New Brunswick, NJ USA',\n",
       " '[Young, Jamaal] Univ North Texas, Coll Educ, Denton, TX 76203 USA; [Capraro, Mary Margaret; Capraro, Robert] Texas A&M Univ, Coll Educ, Dept Teaching Learning & Culture, College Stn, TX 77843 USA; [Cason, Marti] Texas A&M Univ, Coll Educ, Dept Teacher Educ & Adm, College Stn, TX 77843 USA',\n",
       " '[Brace, Jennifer L.; Beitel, Greg J.] Northwestern Univ, Dept Mol Biosci, Evanston, IL USA; [Baiduc, Rachael R.] Univ Colorado, Dept Speech Language & Hearing Sci, Boulder, CO 80309 USA; [Drane, Denise L.] Northwestern Univ, Searle Ctr Advancing Learning & Teaching, Evanston, IL USA; [Flores, Luke C.] Northwestern Univ, Weinberg Coll Arts & Sci, Evanston, IL USA; [Lo, Stanley M.] Univ Calif San Diego, Div Biol Sci, La Jolla, CA 92093 USA; [Lo, Stanley M.] Univ Calif San Diego, Program Math & Sci Educ, La Jolla, CA 92093 USA',\n",
       " '[Anisimova, Tatyana Ivanovna] Kazan Fed Univ, Yelabuga Inst, Dept Math & Appl Informat, Yelabuga, Russia; [Shatunova, Olga Vasilyevna] Kazan Fed Univ, Yelabuga Inst, Dept Educ, Yelabuga, Russia; [Sabirova, Fairuza Musovna] Kazan Fed Univ, Yelabuga Inst, Dept Phys, Yelabuga, Russia',\n",
       " '[Huet, Isabel] Kingston Univ, Ctr Higher Educ Res & Practice, Kingston Upon Thames, Surrey, England',\n",
       " '[Weiner, Steven] Arizona State Univ, Sch Future Innovat Soc, 1120 South Cady Mall, Tempe, AZ 85287 USA; [Lande, Micah; Jordan, Shawn] Arizona State Univ, Ira A Fulton Sch Engn, Polytech Sch, 7171 E Sonoran Arroyo Mall, Mesa, AZ 85212 USA',\n",
       " '[Goodnough, Karen] Mem Univ Newfoundland, Fac Educ, St John, NF A1E 3X8, Canada',\n",
       " '[Essex, Jane] Univ Strathclyde, Sch Educ, 141 St James Rd, Glasgow G4 0LT, Lanark, Scotland; [Haxton, Katherine] Univ Keele, Dept Chem, Newcastle Under Lyme, England',\n",
       " '[Fernandez-Limon, Claudia] Museo Acero Horno3, Monterrey, Mexico; [Manuel Fernandez-Cardenas, Juan] Tecnol Monterrey, Monterrey, Mexico; [Gomez Galindo, Alma Adrianna] Cinvestav Monterrey, Apodaca, Mexico',\n",
       " '[Gudino Paredes, Sandra] Tecnol Monterrey, Sch Humanities & Educ, Monterrey, NL, Mexico',\n",
       " '[Lamb, Richard; Walker, Heather; Deviller, Nicole; Hoston, Douglas] SUNY Buffalo, Dept Instruct & Learning, Buffalo, NY USA; [Annetta, Leonard] East Carolina Univ, Dept Math Sci & Instruct Technol Educ, Greenville, NC 27858 USA; [Vallett, David] Univ Nevada, Dept Teaching & Learning, Las Vegas, NV 89154 USA; [Firestone, Jonah] Washington State Univ, Dept Teaching & Learning, Pullman, WA 99164 USA; [Schmitter-Edgecombe, Maureen] Washington State Univ, Dept Clin Psychol, Pullman, WA 99164 USA',\n",
       " '[Ridgeway, Becky; Brown, Virginia] Univ Maryland Extens, College Pk, MD 20742 USA',\n",
       " '[Tajmel, Tanja] Univ Educ Upper Austria, Linz, Austria; [Salzmann, Ingo] Concordia Univ, Dept Phys, Dept Chem & Biochem, Montreal, PQ, Canada; [Salzmann, Ingo] Humboldt Univ, Dept Phys, Berlin, Germany; [Salzmann, Ingo] Univ Tokyo, Inst Solid State Phys, Chiba, Japan',\n",
       " '[Goy, Siew Ching] Univ Malaysia, Fac Social Sci, Sarawak, Malaysia; [Wong, Yut Lin] Univ Malaya, Dept Social & Prevent Med, Kuala Lumpur, Malaysia; [Low, Wah Yun] Univ Malaya, Fac Med, Kuala Lumpur, Malaysia; [Noor, Siti Nurani Mohd; Azizan, SuzanaAriff; Hasbullah, Maisarah] Univ Malaya, Dept Sci & Technol, Fac Sci, Kuala Lumpur, Malaysia; [Fazli-Khalaf, Zahra] Int Med Univ, Div Psychol, Kuala Lumpur, Malaysia; [Onyeneho, Nkechi] Univ Nigeria, Dept Sociol & Anthropol, Nsukka, Nigeria; [Daniel, Esther] Univ Malaya, Dept Math & Sci Educ, Fac Educ, Kuala Lumpur, Malaysia; [GinikaUzoigwe, Anthonia] Univ Malaya, Kuala Lumpur, Malaysia',\n",
       " '[Bela, Talovskaia M.] Natl Res Univ Higher Sch Econ, Inst Educ, Moscow, Russia',\n",
       " '[Beason-Abmayr, Beth] Rice Univ, Dept BioSci, MS 140,POB 1892, Houston, TX 77251 USA; [Wilson, Jennifer Shade] Rice Univ, Ctr Written Oral & Visual Commun, Houston, TX 77005 USA',\n",
       " '[Marshall, Jill A.] Univ Texas Austin, UTeach Secondary STEM Teacher Preparat Program, Austin, TX 78712 USA; [Marshall, Jill A.] Univ Texas Austin, STEM Educ Grp, Austin, TX 78712 USA; [Harron, Jason R.] Univ Texas Austin, Austin, TX 78712 USA',\n",
       " '[Sardesai, Aditya N.; Segel, Xavier M.; Baumholtz, Matthew N.; Chen, Yiheng; Sun, Ruhao; Schork, Bram W.; Buonocore, Richard; Wagner, Kyle O.; Golecki, Holly M.] Haverford Sch, 450 Lancaster Ave, Haverford, PA 19041 USA',\n",
       " '[Ring-Whalen, Elizabeth] St Catherine Univ, Dept Educ, 2004 Randolph Ave, St Paul, MN 55105 USA; [Dare, Emily] Michigan Technol Univ, Dept Cognit & Learning Sci, 1400 Townsend Dr, Houghton, MI 49931 USA; [Roehrig, Gillian; Titu, Preethi; Crotty, Elizabeth] Univ Minnesota, STEM Educ Ctr, 1954 Buford Ave, St Paul, MN 55108 USA',\n",
       " \"[Casqueria Coelho Gabriel, Barbara Filipa; Valente, Robertt; Dias-de-Oliveira, Joao Alexandre; Santos Neto, Victor Fernando; D'Orey De Andrade-Campos, Antonio Gill] Univ Aveiro, Dept Mech Engn, SEE Grp, Aveiro, Portugal\",\n",
       " '[London, Jeremi S.; Mckenna, Ann; Huang, Wen] Arizona State Univ, Polytech Sch, Sch Engn, Mesa, AZ 85212 USA; [Molnar, Andreea] Univ Portsmouth, Portsmouth, Hants, England; [Cruz, Samantha N.] Arizona State Univ, Dept Counseling Psychol, Coll Integrat Sci & Arts, Tempe, AZ 85287 USA',\n",
       " '[London, Jeremi] Arizona State Univ, Fulton Sch Engn, 7171 E Sonoran Arroyo Mall,Peralta Hall 330H, Mesa, AZ 85212 USA',\n",
       " '[Carvalho Da Costa, Luciano Andreatta] Univ Estadual Rio Grande do Sul, Porto Alegre Campus,Av Bento Goncalves 8855, BR-91540000 City Of Porto Alegre, State Of Rio Gr, Brazil; [Baptista Cabral, Tania Cristina; Santos, Fabricia Damando] Univ Estadual Rio Grande do Sul, Rua Santa Maria 2300, BR-92500000 City Of Guaiba, State Of Rio Gr, Brazil; [Baptista Cabral, Tania Cristina] Pontificia Univ Catolica Rio Grande do Sul, Ave Ipiranga 6681,Predio 30,Bloco C,Sala 104, City Of Porto Alegre, State Of Rio Gr, Brazil',\n",
       " '[DeCoito, Isha] Western Univ, Curriculum Studies, London, ON, Canada; [Myszkal, Philip] Univ Toronto, Ontario Inst Studies Educ, Curriculum Teaching & Learning, Toronto, ON, Canada',\n",
       " '[Khanaposhtani, Maryam Ghadiri; Gottesman, Benjamin L.; Pijanowski, Bryan] Purdue Univ, Ctr Soundscapes, W Lafayette, IN 47907 USA; [Khanaposhtani, Maryam Ghadiri; Gottesman, Benjamin L.; Pijanowski, Bryan] Purdue Univ, Dept Forestry & Nat, Suite B066,Mann Hall,203 South Martin Jischke Dr, W Lafayette, IN 47907 USA; [Khanaposhtani, Maryam Ghadiri] Environm Learning Ctr, 255 Live Dr, Vero Beach, FL 32963 USA; [Liu, ChangChia James] Purdue Univ, Dept Educ Studies, W Lafayette, IN 47907 USA; [Shepardson, Daniel] Purdue Univ, Dept Curriculum & Instruct & Earth Atmospher & Pl, W Lafayette, IN 47907 USA',\n",
       " '[Vennix, Johanna; Taconis, Ruurd] Tech Univ Eindhoven, Eindhoven Sch Educ, POB 513, NL-5600 MB Eindhoven, Netherlands; [den Brok, Perry] Wageningen Univ & Res, Educ & Learning Sci, Wageningen, Netherlands',\n",
       " '[Overbey, Tracey A.; Dotson, Daniel S.] Ohio State Univ Lib, Columbus, OH 43210 USA; [LaBadie, Molly Meyers] Worthington Lib, Worthington, OH USA',\n",
       " '[Bartholomew, Scott R.] Purdue Univ, W Lafayette, IN 47907 USA; [Nadelson, Louis S.] Colorado Mesa Univ, Grand Junction, CO USA; [Reeve, Edward M.] Utah State Univ, Technol & Engn Educ, Logan, UT 84322 USA; [Goodridge, Wade H.] Utah State Univ, Engn Educ, Logan, UT 84322 USA',\n",
       " '[Ariyo, Oluwunmi] Durham Tech Community Coll, Publ Sch Programs, Durham, NC 27703 USA; [Hagler, Ashely; Armstrong, Melissa; Woodson, Heather Miller] Gaston Coll, Dallas, NC USA',\n",
       " '[Morze, Nataliia V.] Borys Grinchenko Kyiv Univ, Pedag Sci, Kiev, Ukraine; [Morze, Nataliia V.] Borys Grinchenko Kyiv Univ, Kiev, Ukraine; [Morze, Nataliia V.] Borys Grinchenko Kyiv Univ, Natl Acad Educ Sci Ukraine, Kiev, Ukraine; [Morze, Nataliia V.] Borys Grinchenko Kyiv Univ, Informat Technol, Kiev, Ukraine; [Gladun, Mariia A.] Borys Grinchenko Kyiv Univ, Chair Informat Technol & Math Sci, Kiev, Ukraine; [Dziuba, Serhii M.] Comp Sci Educ Complex 141 ORT, Kiev, Ukraine',\n",
       " '[Chen, Grace A.] Vanderbilt Univ, Peabody Coll Educ, 221 Kirkland Hall, Nashville, TN 37235 USA; [Buell, Jason Y.] Univ Colorado, Sch Educ, Boulder, CO 80309 USA',\n",
       " '[Schwartz-DuPre, Rae Lynn; Parmett, Helen Morgan] Western Washington Univ, Dept Commun Studies, Bellingham, WA 98225 USA; [Parmett, Helen Morgan] Univ Vermont, Dept Theatre, Burlington, VT USA',\n",
       " '[Cohen, Benjamin] Ctr Sch & Communities, 275 Grandview Ave,Suite 200, Camp Hill, PA 17011 USA',\n",
       " '[York, Emily] James Madison Univ, Sch Integrated Sci, Harrisonburg, VA 22807 USA',\n",
       " '[Simunovic, Mara; Burusic, Josip] Ivo Pilar Inst Social Sci, Zagreb, Croatia; [Ercegovac, Ina Reic] Univ Split, Fac Humanities & Social Sci, Split, Croatia',\n",
       " '[Young, Anna M.] Otterbein Univ, Dept Biol & Earth Sci, 1 South Grove St, Westerville, OH 43081 USA; [Wendel, Paul J.] Otterbein Univ, Dept Educ, Westerville, OH USA; [Esson, Joan M.] Otterbein Univ, Dept Chem, Westerville, OH USA; [Plank, Kathryn M.] Otterbein Univ, Ctr Teaching & Learning, Westerville, OH USA; [Plank, Kathryn M.] Otterbein Univ, Dept Educ, Westerville, OH USA',\n",
       " '[Zaher, Ashraf A.; Damaj, Issam W.] Amer Univ Kuwait, Comp Engn, Safat, Kuwait',\n",
       " '[Ireland, Danyelle T.] Univ Maryland Baltimore Cty, Ctr Women Technol, Baltimore, MD 21228 USA; [Freeman, Kimberley Edelin] Howard Univ, Educ Psychol, Washington, DC 20059 USA; [Freeman, Kimberley Edelin] Howard Univ, Sch Educ, Dept Human Dev & Psychoeduc Studies, Washington, DC 20059 USA; [Winston-Proctor, Cynthia E.] Howard Univ, Dept Psychol, Psychol, Washington, DC 20059 USA; [DeLaine, Kendra D.] Howard Univ, Educ Psychol Program, Washington, DC 20059 USA; [Lowe, Stacey McDonald] Howard Univ, Dept Human Dev & Psychoeduc Studies, Washington, DC 20059 USA; [Woodson, Kamilah M.] Howard Univ, Dept Human Dev & Psychoeduc Studies, Counseling Psychol, Sch Educ, Washington, DC 20059 USA',\n",
       " '[Selwitz, Jason L.] Walla Walla Community Coll, Dept Energy Syst Technol, 500 Tausick Way, Walla Walla, WA 99362 USA; [Ahring, Birgitte] Washington State Univ Tricities, Dept Chem Engn & Biol Syst Engn, Richland, WA USA; [Garcia-Perez, Manuel] Washington State Univ, Dept Biol Syst Engn, Pullman, WA 99164 USA; [Morrison, Judith] Washington State Univ Tricities, Dept Educ, Richland, WA USA',\n",
       " '[Jones, Lewis C. R.; Tyrer, John R.] Loughborough Univ Technol, Wolfson Sch Mech Elect & Mfg Engn, Loughborough, Leics, England; [McDermott, Hilary J.] Loughborough Univ Technol, Sch Sport Exercise & Hlth Sci, Psychol, Loughborough, Leics, England; [Zanker, Nigel P.] Loughborough Univ Technol, Loughborough Design Sch, Loughborough, Leics, England',\n",
       " '[Heuring, Jeanna] Univ Toledo, Coll Educ, CIGI, 2801 W Bancroft St, Toledo, OH 43606 USA',\n",
       " \"[O'Byrne, W. Ian; Radakovic, Nenad; Hunter-Doniger, Tracey; Fox, Madison; Kern, Reggie; Parnell, Stephanie] Coll Charleston, 66 George St, Charleston, SC 29424 USA\",\n",
       " '[Yildirim, Bekir] Mus Alparslan Univ, Dept Math & Sci Educ, Educ Fac, Mus, Turkey; [Sidekli, Sabri] Mugla Sitki Kocman Univ, Dept Primary Educ, Educ Fac, Mugla, Turkey',\n",
       " '[Malhotra, Yogesh] Global Risk Management Network LLC, Cornell Business & Technol Pk, Ithaca, NY 14852 USA',\n",
       " '[Steele, Astrid; Ashworth, Elizabeth L.] Nipissing Univ, North Bay, ON, Canada',\n",
       " '[Craig, Cheryl J.] Texas A&M Univ, Dept Teaching Learning & Culture, 308 Harrington Tower, College Stn, TX 77843 USA; [Verma, Rakesh] Univ Houston, Dept Comp Sci, Houston, TX 77204 USA; [Stokes, Donna] Univ Houston, Dept Phys, Houston, TX USA; [Evans, Paige] Univ Houston, Dept Math, Houston, TX 77204 USA; [Abrol, Bobby] Univ Houston, Dept Curriculum & Instruct, Houston, TX USA',\n",
       " '[Cukurova, Mutlu] UCL, UCL Inst Educ, UCL Knowledge Lab, London, England; [Bennett, Judith] Univ York, Dept Educ, York, N Yorkshire, England; [Abrahams, Ian] Univ Lincoln, Sch Educ, Lincoln, England',\n",
       " '[Toma, Radu Bogdan; Greca, Ileana M.] Univ Burgos, Dept Didact Especif, Burgos, Spain',\n",
       " '[Barelli, Eleonora; Tasquier, Giulia; Levrini, Olivia] Alma Mater Studiorum Univ Bologna, Bologna, Italy; [Branchetti, Laura] Univ Parma, Parma, Italy; [Albertazzi, Luca] Municipal Dozza, Bologna, Italy',\n",
       " '[Jeannis, Hervens; Joseph, James; Goldberg, Mary; Seelman, Katherine; Schmeler, Mark; Cooper, Rory A.] Univ Pittsburgh, Dept Rehabil Sci & Technol, Pittsburgh, PA 15213 USA; [Jeannis, Hervens; Joseph, James; Goldberg, Mary; Cooper, Rory A.] Dept Vet Affairs, Human Engn Res Labs, Pittsburgh, PA USA',\n",
       " '[Adkins, Sarah J.; Rock, Rachel K.; Morris, J. Jeffrey] Univ Alabama Birmingham, Dept Biol, 1300 Univ Blvd,CH464D, Birmingham, AL 35294 USA',\n",
       " '[Crawford, Melissa B.; Warner, Isiah M.] Louisiana State Univ, Off Strateg Initiat, Baton Rouge, LA 70803 USA; [Wilson-Kennedy, Zakiya S.; Thomas, Gloria A.; Gilman, Samuel D.; Warner, Isiah M.] Louisiana State Univ, Dept Chem, Baton Rouge, LA 70803 USA; [Wilson-Kennedy, Zakiya S.] Louisiana State Univ, Coll Sci, Baton Rouge, LA 70803 USA; [Thomas, Gloria A.] Louisiana State Univ, Ctr Acad Success, Baton Rouge, LA 70803 USA',\n",
       " '[Burgos, Daniel; Corbi, Alberto] Univ Int La Rioja UNIR, UNIR Res, Madrid, Spain',\n",
       " '[Akcaoglu, Mete] Georgia Southern Univ, Dept Leadership Technol & Human Dev, 275 COE Dr,Room 3113, Statesboro, GA 30461 USA; [Rosenberg, Joshua M.] Michigan State Univ, Dept Counseling Educ Psychol & Special Educ, E Lansing, MI 48824 USA; [Schwarz, Christina V.] Michigan State Univ, Dept Teacher Educ, E Lansing, MI 48824 USA; [Ranellucci, John] Hunter Coll, Dept Educ Fdn & Counseling, New York, NY USA',\n",
       " '[Fendos, Justin] Fudan Univ, Tan Sch, Shanghai, Peoples R China',\n",
       " '[Sadler, Kirsten; Eilam, Efrat; Barry, Fiachra] Victoria Univ, Coll Educ, POB 14428, Melbourne, Vic 8001, Australia; [Bigger, Stephen W.] Victoria Univ, Coll Engn & Sci, Melbourne, Vic, Australia',\n",
       " '[Tsai, Huei-Yin] Natl Kaohsiung Normal Univ, Kaohsiung, Taiwan; [Chung, Chih-Chao] Kaomei Jr Coll Hlth Care & Management, Kaohsiung, Taiwan; [Lou, Shi-Jer] Natl Pingtung Univ Sci & Technol, Pingtung, Taiwan',\n",
       " '[diSessa, Andrea A.] Univ Calif Berkeley, Berkeley, CA 94720 USA',\n",
       " '[Makino, Masato; Takamatsu, Kyuichiro; Shiratori, Atsuki; Saito, Azusa; Sakai, Kazuyuki; Furukawa, Hidemitsu] Yamagata Univ, Dept Mech Syst Engn, 4-3-16 Jonan, Yonezawa, Yamagata 9928510, Japan; [Makino, Masato; Takamatsu, Kyuichiro; Saito, Azusa; Sakai, Kazuyuki; Furukawa, Hidemitsu] Yamagata Univ, Life Printing Innovat Ctr LPIC 3D, 4-3-16 Jonan, Yonezawa, Yamagata 9928510, Japan; [Suzuki, Kodai] Yamagata Prefectural Yonezawa Kojokan High Sch, 1101 Sasano, Yonezawa, Yamagata 9921443, Japan',\n",
       " '[Castro-Felix, Elvia] Monterrey Inst Technol & Higher Educ, Dept Engn & Sci, San Luis Potosi, Mexico; [Daniels, Harry] Univ Oxford, Dept Educ, Oxford, England',\n",
       " '[Aslam, Farzana; Bagiya, Yamuna] Coventry Univ, Sch Comp Elect & Math, Coventry, W Midlands, England; [Adefila, Arinola] Coventry Univ, Ctr Global Learning Educ & Attainment, Coventry, W Midlands, England; [Bagiya, Yamuna] De Montfort Univ, Maths Learning Ctr, Leicester, Leics, England',\n",
       " '[Watermeyer, Richard; Montgomery, Catherine] Univ Bath, Dept Educ, Bath, Avon, England',\n",
       " '[Salinas Martinez, N. Patricia; Quintero Rodriguez, Eliud] Tecnol Monterrey, Dept Math, Monterrey, Mexico',\n",
       " 'China',\n",
       " '[Montgomery, Catherine] Univ Bath, Dept Educ, Bath, Avon, England; [Manuel Fernandez-Cardenas, Juan] Tecnol Monterrey, Monterrey, Mexico',\n",
       " '[Mestre, Jose P.; Herman, Geoffrey L.] Univ Illinois, Champaign, IL 61820 USA; [Cheville, Alan] Bucknell Univ, Lewisburg, PA 17837 USA',\n",
       " '[Simoniello, Christina] Texas A&M Univ, College Stn, TX 77843 USA; [Simoniello, Christina; Watson, Stephanie] Gulf Mexico Coastal Ocean Observing Syst, College Stn, TX 77843 USA',\n",
       " '[Grout, Ian] Univ Limerick, Dept Elect & Comp Engn, Limerick V94 T9PX, Ireland',\n",
       " '[LaForce, Melanie; Noble, Elizabeth] Univ Chicago, UChicago STEM Educ, Outlier Res & Evaluat, 1427 E 60th St, Chicago, IL 60637 USA; [Blackwell, Courtney] Northwestern Univ, Feinberg Sch Med, 633 N St Clair, Evanston, IL 60611 USA',\n",
       " '[Hoeg, Darren] Univ Alberta, Fac Educ, Edmonton, AB, Canada; [Bencze, Larry] Univ Toronto, Ontario Inst Studies Educ, Sci Educ, Toronto, ON, Canada',\n",
       " '[Junaidi, Muhammad Imran Mohd; Zain, Shahrom Md; Hamid, Roszilah; Basri, Noor Ezlin Ahmad; Suja, Fatihah; Osman, Siti Aminah] Univ Kebangsaan Malaysia, Dept Civil & Struct Engn, Fac Engn & Built Environm, Bangi 43600, Selangor, Malaysia; [Junaidi, Muhammad Imran Mohd; Zain, Shahrom Md; Hamid, Roszilah; Basri, Noor Ezlin Ahmad; Suja, Fatihah; Osman, Siti Aminah; Yasin, Ruhizan Mohammad] Univ Kebangsaan Malaysia, Engn Educ Res Ctr, Fac Engn & Built Environm, Bangi 43600, Selangor, Malaysia; [Yasin, Ruhizan Mohammad] Univ Kebangsaan Malaysia, Dept Learning & Teaching Innovat, Fac Educ, Bangi 43600, Selangor, Malaysia',\n",
       " '[Yamagata, Hirokazu; Morita, Toshio] Keio Univ, Kohoku Ku, 3-14-1 Hiyoshi, Yohokama 2238522, Japan',\n",
       " '[Muramatsu, Satoshi] Tokai Univ, 4-1-1 Kitakaname, Hiratsuka, Kanagawa 2591292, Japan; [Chugo, Daisuke] Kwansei Gakuin Univ, 2-1 Gakuen, Sanda, Hyogo 6691337, Japan; [Yokota, Sho] Toyo Univ, Dept Mech Engn, Fac Sci & Engn, 2100 Kujirai, Kawagoe, Saitama 3508585, Japan; [Hashimoto, Hiroshi] Adv Inst Ind Technol, Master Program Innovat Design & Engn, Shinagwa Ku, 1-10-40 Higashiooi, Tokyo 1400011, Japan',\n",
       " '[Kozan, Saliha; Connors-Kellgren, Alice] Boston Coll, Counseling Psychol, Chestnut Hill, MA 02167 USA; [Blustein, David L.] Boston Coll, Counseling Dev & Educ Psychol Program, Chestnut Hill, MA 02167 USA; [Barnett, Michael] Boston Coll, Dept Sci Educ & Technol, Chestnut Hill, MA 02167 USA; [Barnett, Michael] Boston Coll, Innovat Urban Sci Educ Lab, Chestnut Hill, MA 02167 USA; [Wong, Catherine] Boston Coll, Lynch Sch Educ, Urban Outreach Initiat, Chestnut Hill, MA 02167 USA; [Haley, James; Olle, Chad; Floyd, Ava; Wan, Deborah] Boston Coll, Chestnut Hill, MA 02167 USA; [Patchen, Amie] Boston Coll, Curriculum & Instruct Program, Chestnut Hill, MA 02167 USA; [Diemer, Matthew A.] Univ Michigan, Educ Studies program, Ann Arbor, MI 48109 USA; [Diemer, Matthew A.] Univ Michigan, Combined Program Educ & Psychol, Ann Arbor, MI 48109 USA; [Tan, R. P. Benjamin] Boston Coll, Counseling Psychol & Pastoral Minist, Chestnut Hill, MA 02167 USA',\n",
       " '[Talanquer, Vicente; Pollard, John] Univ Arizona, Dept Chem & Biochem, Tucson, AZ 85721 USA',\n",
       " '[Hand, Sarah] Univ N Carolina, Chapel Hill, NC USA; [Rice, Lindsay; Greenlee, Eric] Texas Tech Univ, Dept Psychol Sci, 1800 18th St, Lubbock, TX 79409 USA',\n",
       " \"[Dennin, Michael] Univ Calif Irvine, Dept Phys & Astron, Irvine, CA 92697 USA; [Moldwin, Mark B.] Univ Calif Irvine, Dept Dev & Cell Biol, Irvine, CA 92697 USA; [Schultz, Zachary D.] Univ Notre Dame, Dept Chem & Biochem, Notre Dame, IN 46556 USA; [Feig, Andrew] Wayne State Univ, Grad Sch, Dept Chem, Detroit, MI 48202 USA; [Finkelstein, Noah] Univ Colorado, Dept Phys, Boulder, CO 80309 USA; [Finkelstein, Noah] Univ Colorado, Ctr STEM Learning, Boulder, CO 80309 USA; [Greenhoot, Andrea Follmer] Univ Kansas, Dept Psychol, Lawrence, KS 66045 USA; [Greenhoot, Andrea Follmer] Univ Kansas, Ctr Teaching Excellence, Lawrence, KS 66045 USA; [Hildreth, Michael] Univ Notre Dame, Coll Sci, Res & Grad Studies, Notre Dame, IN 46556 USA; [Hildreth, Michael] Univ Notre Dame, Dept Phys, Notre Dame, IN 46556 USA; [Leibovich, Adam K.] Univ Pittsburgh, Dept Phys & Astron, Pittsburgh, PA 15260 USA; [Martin, James D.] North Carolina State Univ, Dept Chem, Box 8204, Raleigh, NC 27695 USA; [O'Dowd, Diane K.] Univ Michigan, Dept Climate & Space Sci & Engn, Ann Arbor, MI 48109 USA; [Posey, Lynmarie A.] Michigan State Univ, Dept Chem, E Lansing, MI 48824 USA; [Smith, Tobin L.; Miller, Emily R.] Assoc Amer Univ, Washington, DC 20005 USA\",\n",
       " '[Bazelais, Paul; Doleck, Tenzin; Lemay, David John] McGill Univ, 3700 McTavish St, Montreal, PQ H3A 1Y2, Canada',\n",
       " '[Kadota, Kazuo] Miyagi Univ Educ, Aoba Ku, 149 Aramakiaoba, Sendai, Miyagi 9800845, Japan',\n",
       " '[Belland, Brian R.; Walker, Andrew E.; Kim, Nam Ju] Utah State Univ, Dept Instruct Technol & Learning Sci, 2830 Old Main Hill, Logan, UT 84322 USA',\n",
       " '[Sit, Stefany M.] Univ Illinois, Chicago, IL 60607 USA; [Brudzinski, Michael R.] Miami Univ Ohio, Oxford, OH USA',\n",
       " '[Miller, Beverly A. King] Univ Johannesburg, POB 524, Auckland Pk, Gauteng, South Africa',\n",
       " '[Wolfmeyer, Mark] Kutztown Univ Penn, Kutztown, PA 19530 USA; [Lupinacci, John] Washington State Univ, Coll Educ, Pullman, WA 99164 USA; [Chesky, Nataly] SUNY Coll New Paltz, Teaching & Learning Dept, New Paltz, NY USA',\n",
       " '[McGee, Ebony] Vanderbilt Univ, Peabody Coll, Divers & STEM Educ, Nashville, TN 37203 USA; [Bentley, Lydia] Vanderbilt Univ, Peabody Coll, Learning Dev & Divers, Nashville, TN 37203 USA',\n",
       " '[Martin-Ramos, Pablo] Univ Zaragoza, EPSH, Carretera Cuarte S-N, Huesca 22071, Spain; [Lopes, Maria Joao; Margarida Lima da Silva, M.; Gomes, Pedro E. B.] Univ Coimbra, JeKnowledge, Rua Larga, P-3004516 Coimbra, Portugal; [Martin-Ramos, Pablo; Pereira da Silva, Pedro S.; Silva, Manuela Ramos] Univ Coimbra, Dept Phys, CFisUC, Rua Larga, P-3004516 Coimbra, Portugal; [Domingues, Jose P. P.] Univ Coimbra, IBILI, Biomed Inst Res Light & Image, P-3000548 Coimbra, Portugal',\n",
       " '[Wolfmeyer, Mark] Kutztown Univ Penn, Kutztown, PA 19530 USA; [Lupinacci, John] Washington State Univ, Pullman, WA 99164 USA',\n",
       " \"[Cole, Peter; O'Riley, Pat] Univ British Columbia, Vancouver, BC, Canada\",\n",
       " '[Enlow, Jessica L.] Cox Mill High Sch, Sci Dept, Concord, NC 28027 USA; [Marin, Dawn M.; Walter, Michael G.] Univ North Carolina Charlotte, Dept Chem, Charlotte, NC 28223 USA',\n",
       " '[Ziaeefard, Saeedeh; Rastgaar, Mo; Mahmoudian, Nina] Michigan Technol Univ, Dept Mech Engn Engn Mech, Michigan Tech, Houghton, MI 49931 USA; [Miller, Michele H.] Campbell Univ, Engn, Buies Creek, NC 27506 USA; [Mahmoudian, Nina] Michigan Technol Univ, Mech Engn & Engn Mech Dept, Houghton, MI 49931 USA',\n",
       " '[Gilligan, Katie A.; Flouri, Eirini; Farran, Emily K.] UCL, Inst Educ, Dept Psychol & Human Dev, 25 Woburn Sq, London WC1H 0AA, England',\n",
       " '[Zellmer, Amanda J.] Occidental Coll, Dept Biol, Los Angeles, CA 90041 USA; [Sherman, Aleksandra] Occidental Coll, Dept Cognit Sci, Los Angeles, CA 90041 USA',\n",
       " '[Aslan-Tutak, Fatma; Akaygun, Sevil; Tezsezen, Secil] Bogazici Univ, Egitim Fak, Matemat & Fen Bilimleri Egitimi Bolumu, Istanbul, Turkey',\n",
       " '[Balakrishnan, Balamuralithara; Azman, Mohamed Nor Azhari] Sultan Idris Educ Univ, Tanjung Malim 35900, Perak, Malaysia',\n",
       " '[Lantz, Catherine] Univ Illinois, Chicago, IL 60607 USA; [Lantz, Catherine] Morton Coll, Cicero, IL USA',\n",
       " '[Sublett, Cameron; Gottfried, Michael A.] Univ Calif Santa Barbara, Gevirtz Grad Sch Educ, Santa Barbara, CA 93106 USA',\n",
       " '[Asik, Gursu; Kucuk, Zerrin Doganca; Helvaci, Basak; Corlu, M. Sencer] Bahcesehir Univ, BAUSTEM, Istanbul, Turkey',\n",
       " '[Zhou, Yisu; Fan, Xitao] Univ Macau, Fac Educ E33, Room 3022,Av Univ, Taipa, Macau, Peoples R China; [Wei, Xiaoxin] Amer Inst Res, Washington, DC USA; [Tai, Robert H.] Univ Virginia, Charlottesville, VA USA',\n",
       " '[Hoskins, Sally G.; Gottesman, Alan J.] CUNY City Coll, Dept Biol, 138Th St & Convent Ave, New York, NY 10031 USA; [Kenyon, Kristy L.] Hobart & William Smith Coll, Dept Biol, 300 Pulteney St, Geneva, NY 14456 USA',\n",
       " '[Gagnier, Kristin M.] Johns Hopkins Univ, Inst Learning Sci, 3400 N Charles St, Baltimore, MD 21218 USA; [Atit, Kinnari] Northwestern Univ, Dept Psychol, Evanston, IL 60208 USA; [Ormand, Carol J.] Carleton Coll, Sci Educ Resource Ctr, Northfield, MN 55057 USA; [Ormand, Carol J.] Univ Wisconsin, Dept Geosci, Madison, WI 53706 USA; [Shipley, Thomas F.] Temple Univ, Spatial Intelligence & Learning Ctr, Dept Psychol, Philadelphia, PA 19122 USA',\n",
       " '[Nelson, Brian C.; Bowman, Cassie; Bowman, Judd] Arizona State Univ, Tempe, AZ 85281 USA',\n",
       " '[Boyce, Ayesha S.] Univ North Carolina Greensboro, Greensboro, NC 27412 USA',\n",
       " '[Gasman, Marybeth] Univ Penn, Educ, Philadelphia, PA 19104 USA; [Thai-Huy Nguyen] Seattle Univ, Student Dev Adm, Seattle, WA 98122 USA; [Samayoa, Andres Castro] Boston Coll, Lynch Sch Educ, Higher Educ, Chestnut Hill, MA 02167 USA; [Corral, Daniel] Univ Wisconsin, Educ Leadership & Policy Anal, Madison, WI 53706 USA',\n",
       " '[Outlay, Christina N.; Platt, Alana J.] Univ Wisconsin, Dept Informat Technol & Supply Chain Management, Whitewater, WI 53590 USA; [Conroy, Kacie] Girls Educ Themselves Informat Technol, Madison, WI USA',\n",
       " '[Hudley, Anne H. Charity] Coll William & Mary, English Educ Linguist & Africana Studies, Williamsburg, VA 23185 USA; [Mallinson, Christine] UMBC, Language Literacy & Culture Program, Baltimore, MD 21250 USA',\n",
       " '[Pellas, Nikolaos] Univ Aegean, Dept Prod & Syst Design Engn, Konstantinoupoleos 1, GR-84100 Syros, Cyclades, Greece; [Kazanidis, Ioannis] Eastern Macedonia & Thrace Inst Technol, Adv Educ Technol & Mobile Applicat Lab, GR-65404 Ag Loukas, Kavala, Greece; [Konstantinou, Nikolaos] Panteion Univ, Dept Psychol, Athens, Greece; [Georgiou, Georgia] Minist Educ Res & Religious Affairs, Reg Directorate Primary Educ Thesprotia, Athens, Greece',\n",
       " '[Havran, J. Christopher] Campbell Univ, Dept Biol Sci, Buies Creek, NC 27506 USA; [Stowe, Kirk A.] 2210 Meadows Circle, Wixom, MI 48393 USA; [Blanchard, Tom A.] Univ Tennessee, Dept Biol Sci, Martin, TN 38238 USA; [Kandl, Karen L.] Highlands Biol Stn, Highlands, NC 28741 USA; [Kimball, Matthew E.] Univ South Carolina, Baruch Marine Field Lab, Georgetown, SC 29442 USA; [Richter, Stephen C.] Eastern Kentucky Univ, Dept Biol Sci, Richmond, KY 40475 USA; [Richter, Stephen C.] Eastern Kentucky Univ, Div Nat Areas, Richmond, KY 40475 USA; [Swain, Hilary M.; Lohrer, Fred E.; Angell, Dustin D.] Archbold Biol Stn, Venus, FL 33960 USA; [Terhune, Theron M., II] Tall Timbers Res Stn & Land Conservancy, Tallahassee, FL 23212 USA',\n",
       " '[Robert, Jenay] Univ S Florida, Dept Chem, Tampa, FL 33620 USA; [Carlsen, William S.] Penn State Univ, Dept Curriculum & Instruct, University Pk, PA 16802 USA',\n",
       " '[Lynch, Sharon] George Washington Univ, Washington, DC 20052 USA',\n",
       " '[Anderson, Katherine L.; Druckenmiller, Patrick S.] Univ Alaska Museum, 907 Yukon Dr, Fairbanks, AK 99775 USA; [Anderson, Katherine L.; Druckenmiller, Patrick S.] Univ Alaska Fairbanks, Dept Geosci, 907 Yukon Dr, Fairbanks, AK 99775 USA; [Kaden, Ute] Univ Alaska Fairbanks, Sch Educ, Secondary Educ, Box 756480, Fairbanks, AK 99775 USA; [Fowell, Sarah] Univ Alaska Fairbanks, Dept Geosci, 900 Yukon Dr, Fairbanks, AK 99775 USA; [Spangler, Mark A.; Huettmann, Falk] Univ Alaska Fairbanks, EWHALE Lab, Inst Arctic Biol, Dept Biol & Wildlife, Fairbanks, AK 99775 USA; [Ickert-Bond, Stefanie M.] Univ Alaska Museum, Herbarium ALA, 907 Yukon Dr, Fairbanks, AK 99775 USA; [Ickert-Bond, Stefanie M.] Univ Alaska Museum, Dept Biol & Wildlife, 907 Yukon Dr, Fairbanks, AK 99775 USA',\n",
       " '[Stipanovic, Natalie] Univ Northern Colorado, Dept Appl Psychol & Counselor Educ, Campus Box 131,McKee 248, Greeley, CO 80639 USA; [Woo, Hongryun] Univ Louisville, Dept Counseling & Human Dev, Louisville, KY 40292 USA',\n",
       " '[Aragon, Oriana R.; Dovidio, John F.] Yale Univ, Dept Psychol, New Haven, CT 06520 USA; [Aragon, Oriana R.; Graham, Mark J.] Yale Univ, Ctr Teaching & Learning, New Haven, CT 06520 USA',\n",
       " '[Park, Mi-Hwa; Patterson, Lynn G.] Murray State Univ, Murray, KY 42071 USA; [Dimitrov, Dimiter M.] George Mason Univ, Fairfax, VA 22030 USA; [Park, Do-Yong] Illinois State Univ, Normal, IL 61761 USA',\n",
       " '[Leshner, Alan] Amer Assoc Advancement Sci, Washington Dc, DC USA',\n",
       " '[Yuen, Pong; Lau, Cheng Man Diana] Macau Chem Soc, League City, TX USA; [Yen, Erin] Texas Technol Univ, Lubbock, TX USA',\n",
       " '[Asghar, Anila] McGill Univ, Fac Educ, Dept Integrated Studies Educ, 3700 McTavish St, Montreal, PQ H3A 1Y2, Canada; [Sladeczek, Ingrid E.; Beaudoin, Emily] McGill Univ, Fac Educ, Dept Educ & Counselling Psychol, Montreal, PQ, Canada; [Mercier, Julien] Univ Quebec, Dept Special Educ & Training, Montreal, PQ, Canada',\n",
       " '[Hubbs, Natalia B.] Hanover Coll, Dept Biol, Hanover, IN 47243 USA; [Parent, Kristin N.] Michigan State Univ, Dept Biochem & Mol Biol, E Lansing, MI 48824 USA; [Stoltzfus, Jon R.] Michigan State Univ, Dept Biochem & Mol Biol, BioSci, E Lansing, MI 48824 USA',\n",
       " '[Choi, Grace Y.; Behm-Morawitz, Elizabeth] Univ Missouri, Dept Commun, Columbia, MO 65211 USA',\n",
       " '[Seel, Norbert M.] Univ Freiburg, Freiburg, Germany',\n",
       " '[Jensen, Jamie L.; Hatch, Jordan B.; Piorczynski, Ted] Brigham Young Univ, Dept Biol, 4102 LSB, Provo, UT 84602 USA; [Neeley, Shannon] Brigham Young Univ, Dept Stat, Provo, UT 84602 USA',\n",
       " '[Stanford, Courtney; Cole, Renee] Univ Iowa, Dept Chem, W331 Chem Bldg, Iowa City, IA 52242 USA; [Froyd, Jeff] Texas A&M, Coll Engn, College Stn, TX 77843 USA; [Henderson, Charles; Khatri, Raina] Western Michigan Univ, Dept Phys, 1903 W Michigan Ave, Kalamazoo, MI 49008 USA; [Henderson, Charles; Khatri, Raina] Western Michigan Univ, Mallinson Inst Sci Educ, 1903 W Michigan Ave, Kalamazoo, MI 49008 USA; [Friedrichsen, Debra] MJ Innovat LLC, POB 2477, Corvallis, OR 97339 USA',\n",
       " '[Budinski, Natalija] Primary & Secondary Sch Petro Kuzmjak, Rusinska 63, Ruski Krstur 25233, Serbia',\n",
       " '[Bicer, Ali; Capraro, Robert M.; Capraro, Mary M.] Texas A&M Univ, College Stn, TX 77843 USA',\n",
       " '[Dolan, Erin L.] Univ Georgia, Athens, GA 30602 USA',\n",
       " '[Castellanos, Jorge; Urquiza-Fuentes, Jaime] Rey Juan Carlos Univ, LITE Grp, Mostoles 28933, Spain; [Haya, Pablo A.] Univ Autonoma Madrid, Knowledge Engn Inst, Madrid 28049, Spain',\n",
       " '[Henderson, Charles] Western Michigan Univ, Dept Phys, 1903 W Michigan Ave, Kalamazoo, MI 49008 USA; [Henderson, Charles] Western Michigan Univ, Mallinson Inst Sci Educ, 1903 W Michigan Ave, Kalamazoo, MI 49008 USA; [Connolly, Mark] Univ Wisconsin, Wisconsin Ctr Educ Res, 1025 W Johnson St,570A Educ Sci Bldg, Madison, WI 53706 USA; [Dolan, Erin L.] Univ Georgia, Biochem & Mol Biol, B210B Davison Life Sci, Athens, GA 30602 USA; [Dolan, Erin L.] Univ Georgia, Innovat Sci Educ, B210B Davison Life Sci, Athens, GA 30602 USA; [Finkelstein, Noah] Univ Colorado, Phys, UCB 390, Boulder, CO 80309 USA; [Franklin, Scott] Rochester Inst Technol, Phys, 1 Lomb Mem Dr, Rochester, NY 14623 USA; [Malcom, Shirley] Amer Assoc Advancement Sci, Educ Program, 1200 New York Ave NW, Washington, DC 20005 USA; [Malcom, Shirley] Amer Assoc Advancement Sci, Human Resources Program, 1200 New York Ave NW, Washington, DC 20005 USA; [Rasmussen, Chris] San Diego State Univ, Dept Math & Stat, Math Educ, 5500 Campanile Dr, San Diego, CA 92182 USA; [Redd, Kacy] Assoc Publ & Land Grant Univ, Sci & Math Educ Policy, 1307 New York Ave NW, Washington, DC 20005 USA; [St John, Kristen] James Madison Univ, Geol, 395 S High St, Harrisonburg, VA 22807 USA',\n",
       " '[Dennehy, Tara C.; Dasgupta, Nilanjana] Univ Massachusetts, Dept Psychol & Brain Sci, Amherst, MA 01003 USA',\n",
       " '[Banerjee, Pallavi Amitava] Univ Exeter, Grad Sch Educ, St Lukes Campus,Heavitree Rd, Exeter EX1 2LU, Devon, England',\n",
       " '[Audette, Michel A.] Old Dominion Univ, Dept Modeling Simulat & Visualizat Engn, Norfolk, VA 23529 USA; [Jovanovic, Vukica M.] Old Dominion Univ, Norfolk, VA USA; [Bilgen, Onur] Old Dominion Univ, Mech & Aerosp Engn Dept, Norfolk, VA USA; [Arcaute, Karina] Old Dominion Univ, Coll Educ, STEM Educ & Profess Studies Dept, Norfolk, VA USA; [Dean, Anthony W.] Old Dominion Univ, Batten Coll Engn & Technol, Off Dean, Norfolk, VA USA',\n",
       " '[EL-Deghaidy, Heba] Amer Univ Cairo, Cairo, Cairo Governora, Egypt; [Mansour, Nasser] Univ Exeter, Exeter, Devon, England; [Mansour, Nasser] Tanta Univ, Tanta, Egypt; [Alzaghibi, Mohammad] Minist Educ, Riyadh, Saudi Arabia; [Alhammad, Khalid] Shaqra Univ, Shagra, Saudi Arabia; [EL-Deghaidy, Heba; Mansour, Nasser; Alzaghibi, Mohammad; Alhammad, Khalid] King Saud Univ, Excellence Res Ctr Sci & Math Educ, Riyadh, Saudi Arabia',\n",
       " '[Gasman, Marybeth; Commodore, Felecia] Univ Penn, Penn Ctr Minor Serving Inst, Grad Sch Educ, 3819 Chestnut St,Suite 140, Philadelphia, PA 19104 USA; [Thai-Huy Nguyen] Seattle Univ, Dept Student Dev Adm, Seattle, WA 98122 USA; [Conrad, Clifton F.; Lundberg, Todd] Univ Wisconsin, Dept Educ Leadership & Policy Studies, Madison, WI 53706 USA',\n",
       " '[Wagner, Travis P.; Martinez, Daniel M.] Univ Southern Maine, Dept Environm Sci & Policy, 106 Bailey Hall, Gorham, ME 04038 USA; [McCormick, Kelly] Univ Southern Maine, Dept Math & Stat, 115 Bailey Hall, Gorham, ME 04038 USA',\n",
       " '[Kopcha, T. J.; McGregor, J.; Shin, S.; Qian, Y.; Choi, J.; Hill, R.; Mativo, J.; Choi, I] Univ Georgia, Dept Career & Informat Studies, 850 Coll Stn Rd, Athens, GA 30605 USA',\n",
       " '[Banerjee, Pallavi Amitava] Univ Exeter, Grad Sch Educ, Exeter, Devon, England',\n",
       " '[Ertl, Bernhard] Univ Bundeswehr Munchen, Dept Educ, Neubiberg, Germany; [Luttenberger, Silke] Univ Teachers Educ Styria, Fed Ctr Professionalizat Educ Res, Graz, Austria; [Paechter, Manuela] Karl Franzens Univ Graz, Educ Psychol Unit, Dept Psychol, Graz, Austria',\n",
       " '[Shahali, Edy Hafizan Mohd; Halim, Lilia; Rasul, Mohamad Sattar; Osman, Kamisah; Zulkifeli, Mohd Afendi] Natl Univ Malaysia, Bangi, Malaysia',\n",
       " '[van der Wal, Nathalie J.; Bakker, Arthur; Drijvers, Paul] Univ Utrecht, Freudenthal Inst, POB 85170, NL-3508 AD Utrecht, Netherlands',\n",
       " '[Larson, Richard C.; Murray, M. Elizabeth] MIT, Inst Data Syst & Soc, 77 Massachusetts Ave, Cambridge, MA 02139 USA',\n",
       " '[Abdullah, Zaleha; Shukor, Nurbiha A.] Univ Teknol Malaysia, Dept Educ Sci Math & Creat Multimedia, Johor Baharu, Malaysia',\n",
       " '[Malik, Naveed A.] Virtual Univ Pakistan, Lahore, Pakistan',\n",
       " '[English, Lyn D.] Queensland Univ Technol, Fac Educ, Victoria Pk Rd, Brisbane, Qld 4069, Australia',\n",
       " '[Geist, Michael; Steinbach, Thomas] Wheeling High Sch, Wheeling, IL 60090 USA',\n",
       " '[Hu, David L.] Georgia Inst Technol, Woodruff Sch Mech Engn & Sch Biol, Atlanta, GA 30332 USA; [Lefton, Lew] Georgia Inst Technol, Sch Math, Atlanta, GA 30332 USA; [Ludovice, Peter J.] Georgia Inst Technol, Sch Chem & Biomol Engn, Atlanta, GA 30332 USA',\n",
       " '[Perez-Felkneri, Lara; Nix, Samantha] Florida State Univ, Ctr Postsecondary Success, Dept Educ Leadership & Policy Studies, Tallahassee, FL 32306 USA; [Thomas, Kirby] Florida State Univ, Dept Sociol, Tallahassee, FL 32306 USA',\n",
       " '[Bell, James] Assoc Sci Technol Ctr, CAISE, Washington, DC USA',\n",
       " '[Boleware, Mary] Jones Cty Jr Coll, Sci, Ellisville, MS USA; [Sharma, Amit; Wiggins, Jeffrey] Univ Southern Mississippi, Sch Polymers & High Performance Mat, Hattiesburg, MS USA',\n",
       " '[Fakayode, S.; Tinsley, Jewel; Abiera, Via Snow; Mehta, Dhaval; Smith, Joshua; Whitehead, Nickolas; Elzey, Brianda; Appah, Eric] North Carolina A&T State Univ, Chem, Greensboro, NC USA',\n",
       " '[Karukstis, Kerry] Harvey Mudd Coll, Claremont, CA 91711 USA; [Malachowski, Mitchell] Univ San Diego, San Diego, CA 92110 USA; [Osborn, Jeffrey] Coll New Jersey, Ewing, NJ USA; [Ambos, Elizabeth] Council Undergrad Res, Washington, DE USA',\n",
       " '[Samudio, Benjamin; Lakkis, Hani; Nicholas, Amanda; Billings, Casey; Abbott, Forrest; Idrovo, Jose; Schaffer, Julie; Mergens, Lydia; Lozancich, Matthew; Kim, Paul; Yamanishi, Taylor; Kirkevold, Tyler; Lakkis, Yvette] Amer River Coll, Chem, Sacramento, CA USA',\n",
       " '[Kumar, Vikas] Sharda Univ, Sch Business Studies, Greater Noida, India; [Sharma, Deepika] Jagannath Univ, PhD Program, Jaipur, Rajasthan, India',\n",
       " '[Tekerek, Mehmet] Kahramanmaras Sutcuimam Univ, Comp Educ & Instruct Technol Dept, Kahramanmaras, Turkey; [Tekerek, Betul] Kahramanmaras Sutcuimam Univ, Math & Sci Educ Dept, Kahramanmaras, Turkey',\n",
       " '[Han, Sunyoung] Sungkyunkwan Univ, 25-2 Sungkyunkwan Ro, Seoul, South Korea',\n",
       " '[Karam, Rita; Pane, John F.; Griffin, Beth Ann; Robyn, Abby; Phillips, Andrea; Daugherty, Lindsay] RAND Corp, 1776 Main St, Santa Monica, CA 90407 USA',\n",
       " '[Benjamin, Thomas E.; Marks, Bryant; Pollard, Ethen; Thomas, Alicia; Muldrow, Lycurgus L.] Morehouse Coll Atlanta, Atlanta, GA 30314 USA; [Demetrikopoulos, Melissa K.] Inst Biomed Philosophy, Dunedin, FL USA; [Rose, Jordan] Emory Univ, Atlanta, GA 30322 USA',\n",
       " '[Cramer, Jason M.] North Carolina State Univ, Grad Sch, Raleigh, NC 27695 USA; [Hamilton, Paul T.] North Carolina State Univ, Dept Plant & Microbial Biol, Raleigh, NC 27695 USA',\n",
       " '[Belland, Brian R.; Walker, Andrew E.; Kim, Nam Ju; Lefler, Mason] Utah State Univ, Dept Instruct Technol & Learning Sci, 2830 Old Main Hill, Logan, UT 84322 USA',\n",
       " '[Zhurakovsky, Vasily M.; Baryshnikova, Marina Yu.; Vorov, Andrey B.] Natl Training Fdn, Moscow, Russia',\n",
       " '[Yee, Sean P.] Univ South Carolina, Columbia, SC 29208 USA',\n",
       " '[Radloff, Jeffrey; Guzey, Selcen] Purdue Univ, W Lafayette, IN 47907 USA',\n",
       " '[Blackley, Susan; Sheffield, Rachel; Maynard, Nicoleta; Koul, Rekha; Walker, Rebecca] Curtin Univ, Perth, WA, Australia',\n",
       " '[Frederich, M.; Flefel, I; Roese, U.; Bymers, L.; Zeeman, S.] Univ New England, Biddeford, ME USA',\n",
       " '[Thomas, Veronica G.] Howard Univ, Sch Educ, Dept Human Dev & Psychoeducat Studies, 2441 4th St NW, Washington, DC 20059 USA; [Parsons, Beverly A.] InSites, Ft Collins, CO USA',\n",
       " '[Hains-Wesson, Rachael] Swinburne Univ Technol, Student Adv, Hawthorn, Vic 3122, Australia; [Young, Karen] Deakin Univ, Fac Sci Engn & Built Environm, Geelong, Vic 3217, Australia',\n",
       " '[Peng, Chao; Cao, Lizhou; Timalsena, Sabin] Univ Alabama, Dept Comp Sci, Olin King Technol N358,301 Sparkman Dr NW, Huntsville, AL 35899 USA',\n",
       " '[Guloy, Sheryl; Salimi, Farimah] Simon Fraser Univ, Fac Educ, 8888 Univ Dr, Burnaby, BC V5A 1S6, Canada; [Cukierman, Diana] Simon Fraser Univ, Sch Comp Sci, 8888 Univ Dr, Burnaby, BC V5A 1S6, Canada; [Thompson, Donna McGee] Simon Fraser Univ, Student Learning Commons, 8888 Univ Dr, Burnaby, BC V5A 1S6, Canada',\n",
       " '[Barnes, M. Elizabeth; Truong, Jasmine M.; Brownell, Sara E.] Arizona State Univ, Biol Educ Res Lab, Sch Life Sci, Tempe, AZ 85287 USA',\n",
       " '[Resnick, Ilyse] Univ Delaware, Sch Educ, 211C Willard Hall, Newark, DE 19716 USA; [Davatzes, Alexandra] Temple Univ, Dept Earth & Environm Sci, Philadelphia, PA 19122 USA; [Newcombe, Nora S.; Shipley, Thomas F.] Temple Univ, Dept Psychol, Philadelphia, PA 19122 USA',\n",
       " '[Gamse, Beth C.; Martinez, Alina; Bozzi, Laurie] Abt Associates Inc, 55 Wheeler St, Cambridge, MA 02138 USA',\n",
       " '[Al Salami, Mubarak K.; Makela, Carole J.; de Miranda, Michael A.] Colorado State Univ, Sch Educ, Ft Collins, CO 80523 USA; [de Miranda, Michael A.] Colorado State Univ, Dept Elect & Comp Engn, Ft Collins, CO 80523 USA',\n",
       " '[McGarr, Oliver; Lynch, Raymond] Univ Limerick, Dept Educ & Profess Studies, Limerick, Ireland',\n",
       " '[Thurston, Linda P.] Kansas State Univ, Coll Educ, Special Educ, Manhattan, KS 66506 USA; [Thurston, Linda P.] Kansas State Univ, Coll Educ, Res & Grad Studies, Manhattan, KS 66506 USA; [Shuman, Cindy] Kansas State Univ, Adult & Continuing Educ, Manhattan, KS 66506 USA; [Middendorf, B. Jan; Johnson, Cassandra] Kansas State Univ, Manhattan, KS 66506 USA',\n",
       " '[Gerber, Lukas C.; Riedel-Kruse, Ingmar H.] Stanford Univ, Dept Bioengn, Stanford, CA 94305 USA; [Calasanz-Kaiser, Agnes] Isaac Newton Graham Middle Sch, Mountain View, CA USA; [Hyman, Luke] MYP Dresden Int Sch, Dresden, Germany; [Voitiuk, Kateryna] Univ Calif Santa Cruz, Santa Cruz, CA 95064 USA; [Patil, Uday] Georgia Inst Technol, Atlanta, GA 30332 USA',\n",
       " '[Hoeg, Darren G.; Bencze, John Lawrence] Univ Toronto, Ontario Inst Studies Educ, Curriculum Teaching & Learning, Toronto, ON M5S 1V6, Canada',\n",
       " '[Lee, Ahlam] Xavier Univ, Dept Educ Leadership & Human Resource Dev, Cincinnati, OH 45207 USA',\n",
       " '[Kutzner, Mickey; Pearson, Bryan] Andrews Univ, Berrien Springs, MI 49104 USA; [Pearson, Bryan] Buchanan High Sch, Buchanan, MI USA',\n",
       " '[Manduca, Cathryn A.; Iverson, Ellen R.] Carleton Coll, Sci Educ Resource Ctr, Northfield, MN 55057 USA; [Luxenberg, Michael] Profess Data Analysts Inc, Minneapolis, MN 55414 USA; [Macdonald, R. Heather] Coll William & Mary, Dept Geol, Williamsburg, VA 23187 USA; [McConnell, David A.] North Carolina State Univ, Marine Earth & Atmospher Sci Dept, Raleigh, NC 27695 USA; [Mogk, David W.] Montana State Univ, Dept Earth Sci, Bozeman, MT 59717 USA; [Tewksbury, Barbara J.] Hamilton Coll, Dept Geosci, Clinton, NY 13323 USA',\n",
       " 'China',\n",
       " 'China',\n",
       " '[Boyd, Monica; Tian, Siyue] Univ Toronto, Toronto, ON, Canada',\n",
       " '[Foley, Alana E.; Herts, Julianne B.; Levine, Susan C.; Beilock, Sian L.] Univ Chicago, Dept Psychol, 5848 South Univ Ave, Chicago, IL 60637 USA; [Borgonovi, Francesca; Guerriero, Sonia] Org Econ Cooperat & Dev, Paris, France',\n",
       " '[Smyrnova-Trybulska, Eugenia] Uniwersytet Slaski Katowicach, Fac Ethnol Educ, Katowice, Poland; [Morze, Nataliia; Gladun, Mariia] Borys Grinchenko Kyiv Univ, Rectorat, Kiev, Ukraine; [Kommers, Piet] Univ Twente, Enschede, Netherlands; [Zuziak, Wojciech] Reg In Serv Teacher Training Ctr WOM, Bielsko Biala, Poland',\n",
       " '[Berland, Leema K.] Univ WI Madison, Dept Curriculum & Instruct, Madison, WI 53706 USA; [Steingut, Rebecca] Univ Texas Austin, Dept Educ Psychol, Austin, TX 78712 USA',\n",
       " '[Shernoff, David J.; Sinha, Suparna; Bressler, Denise M.; Ginsburg, Lynda] Rutgers State Univ, Ctr Math Sci & Comp Educ, New Brunswick, NJ 08901 USA; [Shernoff, David J.] Rutgers State Univ, Dept Sch Psychol, Grad Sch Appl & Profess Psychol, New Brunswick, NJ 08901 USA',\n",
       " '[Itzek-Greulich, Heike] Univ Tubingen, Hector Res Inst Educ Sci & Psychol, Tubingen, Germany; [Vollmer, Christian] Univ Educ Heidelberg, Heidelberg, Germany',\n",
       " '[Ring, Elizabeth A.; Crotty, Elizabeth A.; Roehrig, Gillian H.] Univ Minnesota, STEM Educ Ctr, 1954 Buford Ave,Suite 320, St Paul, MN 55108 USA; [Dare, Emily A.] Michigan Technol Univ, Dept Cognit & Learning Sci, Houghton, MI 49931 USA',\n",
       " '[Letnikova, Galina] CUNY, Long Isl City, NY 11101 USA; [Xu, Na] CUNY, Dept Nat Sci, Long Isl City, NY USA',\n",
       " '[Belardo, Christy] Mohonk Preserve, POB 715, New Paltz, NY 12525 USA; [Burrows, Andrea C.; Dambekalns, Lydia] Univ Wyoming, 1000 E Univ Ave,Dept 3374, Laramie, WY 82071 USA',\n",
       " '[Chittum, Jessica R.] East Carolina Univ, Dept Elementary Educ & Middle Grades Educ, 154 Speight Bldg,Mail Stop 504, Greenville, NC 27858 USA; [Jones, Brett D.; Akalin, Sehmuz] Virginia Tech, Sch Educ, MC 0313, Blacksburg, VA 24061 USA; [Schram, Asta B.] Univ Iceland, Sch Hlth Sci, Laeknagarour Lg 302, Reykjavik, Iceland',\n",
       " '[Noble, Jessica; Bean, Corliss] Youth Res & Evaluat eXchange, Toronto, ON, Canada; [Duodu, Eugenia; Yusuf, Yusuf; Garay, Camilo] Vis Sci Network Learning, Toronto, ON, Canada',\n",
       " '[Estapa, Anne T.] Iowa State Univ, 1660E Lagomarcino Hall, Ames, IA 50011 USA; [Tank, Kristina M.] Iowa State Univ, 0624C Lagomarcino Hall, Ames, IA 50011 USA',\n",
       " '[Herro, Danielle] Clemson Univ, Coll Educ, Digital Media & Learning, Clemson, SC 29634 USA; [Quigley, Cassie] Clemson Univ, Sci Educ, Clemson, SC 29634 USA; [Andrews, Jessica] Educ Testing Serv, Princeton, NJ 08541 USA; [Delacruz, Girlie] LRNG, Chicago, IL USA',\n",
       " '[Hora, Matthew T.] Univ Wisconsin, Dept Liberal Arts & Appl Studies, 21 N Pk St, Madison, WI 53715 USA; [Oleson, Amanda K.] Univ Wisconsin, Wisconsin Ctr Educ Res, Madison, WI 53715 USA',\n",
       " '[Khatri, Raina; Henderson, Charles] Western Michigan Univ, Dept Phys, 903 W Michigan Ave, Kalamazoo, MI 49008 USA; [Khatri, Raina; Henderson, Charles] Western Michigan Univ, Mallinson Inst Sci Educ, 903 W Michigan Ave, Kalamazoo, MI 49008 USA; [Cole, Renee; Stanford, Courtney] Univ Iowa, Dept Chem, W331 Chem Bldg, Iowa City, IA 52242 USA; [Froyd, Jeffrey E.] Texas A&M Univ, Coll Engn, College Stn, TX 77843 USA; [Friedrichsen, Debra] Oregon State Univ, Sch Chem Biol & Environm Engn, Corvallis, OR 97331 USA',\n",
       " '[Landrum, R. Eric; Viskupic, Karen; Shadle, Susan E.; Bullock, Doug] Boise State Univ, Boise, ID 83725 USA',\n",
       " '[McConnell, John R., III] Austin Peay State Univ, Dept Educ Specialties, POB 4545, Clarksville, TN 37044 USA',\n",
       " '[McFadden, Justin R.] Univ Louisville, Louisville, KY 40292 USA; [Roehrig, Gillian H.] Univ Minnesota, St Paul, MN 55108 USA',\n",
       " '[Shadle, Susan E.; Marker, Anthony; Earl, Brittnee] Boise State Univ, 1910 Univ Dr, Boise, ID 83725 USA',\n",
       " '[Burte, Heather; Gardony, Aaron L.; Taylor, Holly A.] Tufts Univ, Dept Psychol, 490 Boston Ave, Medford, MA 02155 USA; [Gardony, Aaron L.] Ctr Appl Brain & Cognit Sci, 200 Boston Ave, Medford, MA 02155 USA; [Gardony, Aaron L.] US Army, Natick Soldier Res Dev & Engn Ctr, Cognit Sci Team, Natick, MA 01760 USA; [Hutton, Allyson] Think3d, 1018 Maple Lane, Davis, CA 95616 USA',\n",
       " '[Nathan, Mitchell J.] Univ Wisconsin, Educ Sci Bldg,1025 West Johnson St, Madison, WI 53705 USA; [Walkington, Candace] Southern Methodist Univ, Dallas, TX USA',\n",
       " '[Resnick, Ilyse] Penn State Univ Lehigh Valley, Dept Psychol, 2809 Saucon Valley Rd, Center Valley, PA 18034 USA; [Davatzes, Alexandra] Temple Univ, Dept Earth & Environm Sci, Philadelphia, PA 19122 USA; [Newcombe, Nora S.; Shipley, Thomas F.] Temple Univ, Dept Psychol, Philadelphia, PA 19122 USA',\n",
       " '[Simpson, Timothy W.] Penn State Univ, Mech & Ind Engn, State Coll, PA 16804 USA; [Williams, Christopher B.] Virginia Tech, Mech Engn, Blacksburg, VA USA; [Hripko, Michael] Youngstown State Univ, Youngstown, OH 44555 USA',\n",
       " '[Campbell, Chris; Rolls, Jason] Coll North Atlantic Qatar, Sch Language Studies & Acad, Doha, Qatar',\n",
       " '[Linvill, Darren L.; Cranmer, Gregory A.] Clemson Univ, Dept Commun, 405 Strode Tower, Clemson, SC 29634 USA',\n",
       " '[Sheffield, Rachel; Koul, Rekha; Blackley, Susan] Curtin Univ, Sch Educ, Perth, WA, Australia; [Maynard, Nicoleta] Curtin Univ, Fac Sci & Engn, Perth, WA, Australia',\n",
       " '[Fitzallen, Noleine] Univ Tasmania, Fac Educ, Hobart, Tas, Australia; [Brown, Natalie Ruth] Univ Tasmania, Tasmanian Inst Learning & Teaching, Hobart, Tas, Australia',\n",
       " '[Riley, Donna] Smith Coll, Picker Engn Program, Northampton, MA 01063 USA; [Riley, Donna] Virginia Tech, Dept Engn Educ, Blacksburg, VA 24061 USA; [Riley, Donna] Purdue Univ, Sch Engn Educ, W Lafayette, IN 47907 USA',\n",
       " '[Carter, Lyn] Australian Catholic Univ, Sch Educ, Melbourne, Vic, Australia',\n",
       " '[Stryzhak, Oleksandr Ye.] Minor Acad Sci Ukraine, Sci, Kiev, Ukraine; [Slipukhina, Iryna A.] Natl Aviat Univ, Gen Phys Dept, Kiev, Ukraine; [Polikhun, Nataliia I.] Natl Acad Sci Ukraine, Gifted Child Inst, Kiev, Ukraine; [Chernetckiy, Ihor S.] Dept Teching & Themat Knowledge Syst Dev, Pedag Sci, Kiev, Ukraine',\n",
       " '[Bell, Dawne; Wooff, David] Edge Hill Univ, Fac Educ, Ormskirk, England; [McLain, Matt] Liverpool John Moores Univ, Sch Educ, Marsh Campus, Liverpool, Merseyside, England; [Morrison-Love, David] Univ Glasgow, Sch Educ, Curriculum Assessment & Pedag Res & Teaching Grp, Glasgow, Lanark, Scotland',\n",
       " '[Buxton, Cory; Allexsaht-Snider, Martha] Univ Georgia, 629 Aderhold Hall, Athens, GA 30602 USA; [Harper, Susan] Johns Hopkins Univ, Baltimore, MD 21218 USA; [Payne, Yolanda Denise] Clarke Cty Sch Dist, Clarke Cty, GA USA',\n",
       " '[Bullock, Erika C.] Univ Wisconsin, Madison, WI 53706 USA',\n",
       " '[Won, Samantha G. L.] Virginia Tech, Dept Learning Sci & Technol, 6 New Bedford Court, Stafford, VA 22554 USA; [Evans, Michael A.] North Carolina State Univ, Friday Inst Educ Innovat, Dept Teacher Educ & Learning Sci, Raleigh, NC USA; [Huang, Lixiao] North Carolina State Univ, Dept Psychol, Raleigh, NC USA',\n",
       " '[Casas, Yadira; Blanco-Blanco, Angeles] Univ Complutense Madrid, Madrid, Spain',\n",
       " '[Redman, Christine] Univ Melbourne, Grad Sch Educ, Melbourne, Vic, Australia',\n",
       " '[Kordaki, Maria; Berdousis, Ioannis] Univ Aegean, Dept Cultural Technol & Commun, Univ Hill, Mitilini 81100, Greece',\n",
       " '[Nemorin, Selena; Selwyn, Neil] Monash Univ, Fac Educ, Melbourne, Vic, Australia',\n",
       " '[Sengupta, Pratim; Shanahan, Marie-Claire] Univ Calgary, Werklund Sch Educ, 2500 Univ Dr NW, Calgary, AB T2N 1N4, Canada',\n",
       " '[Musah, Rabi A.; Ford, Michael] SUNY Albany, Albany, NY 12222 USA',\n",
       " '[Fisher, Dara R.] Harvard Univ, Cambridge, MA 02138 USA; [Bagiati, Aikaterini; Sarma, Sanjay] MIT, Cambridge, MA 02139 USA',\n",
       " '[Hernandez, Paul R.] West Virginia Univ, Dept Learning Sci & Human Dev, Allen Hall,355 Oakland St,POB 6122, Morgantown, WV 26506 USA; [Estrada, Mica] Univ Calif San Francisco, Inst Hlth Aging, San Francisco, CA 94143 USA; [Woodcock, Anna; Schultz, P. Wesley] Calif State Univ San Marcos, Dept Psychol, San Marcos, CA USA',\n",
       " '[Wang, Xueli; Sun, Ning; Wagner, Brit] Univ Wisconsin, Dept Educ Leadership & Policy Anal, Madison, WI 53706 USA; [Lee, Seo Young] Univ Wisconsin, Dept Educ Psychol, Madison, WI USA',\n",
       " '[Hansen-Thomas, Holly] Texas Womans Univ, Dept Bilingual & ESL Educ, Denton, TX 76204 USA; [Langman, Juliet] UTSA, Dept Bicultural Bilingual Studies, San Antonio, TX 78249 USA',\n",
       " '[Pearson, Greg] Natl Acad Engn, 500 Fifth St NW, Washington, DC 20001 USA',\n",
       " '[Cavlazoglu, Baki] Karadeniz Tech Univ, Fatih Fac Educ, Dept Math & Sci Educ, Trabzon, Turkey; [Stuessy, Carol] Texas A&M Univ, Dept Teaching Learning & Culture, College Stn, TX USA',\n",
       " '[Schnittka, Christine] Auburn Univ, Dept Curriculum & Teaching, Auburn, AL 36849 USA',\n",
       " '[Kimmel, Howard; Hirsch, Linda; Burr-Alexander, Levelle] New Jersey Inst Technol, Ctr Precoll Programs, Newark, NJ 07102 USA; [Rockland, Ronald] New Jersey Inst Technol, Dept Engn Technol, Newark, NJ 07102 USA',\n",
       " '[Vidic, Andreja Drobnic] Univ Ljubljana, Fac Math & Phys, Jadranska 19, Ljubljana, Slovenia',\n",
       " '[Dana-Picard, Thierry] Jerusalem Coll Technol, Jerusalem, Israel; [Zeitoun, David] Orot Coll, Rehovot, Israel',\n",
       " '[Smith, Emma] Univ Leicester, Sch Educ, Leicester, Leics, England; [White, Patrick] Univ Leicester, Dept Sociol, Leicester, Leics, England',\n",
       " ...]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# C-1 info: 所有作者列表\n",
    "info = df['C1'].fillna(\"China\").to_list()\n",
    "info"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['[Bagiati, Aikaterini] MIT, MIT SUTD Collaborat Off, 77 Massachusetts Ave, Cambridge, MA 02139 USA; [Yoon, So Yoon] Texas A&M Univ, Texas A&M Engn Expt Stn, College Stn, TX 77843 USA; [Evangelou, Demetra] Democritus Univ, Dept Educ Sci Early Childhood, Alexandroupolis 69100, Greece; [Magana, Alejandra] Purdue Univ, Comp & Informat Technol Dept, W Lafayette, IN 47907 USA; [Kaloustian, Garene] Lebanese Amer Univ, Dept Educ, Beirut, Lebanon; [Zhu, Jiabin] Shanghai Jiao Tong Univ, Grad Sch Educ, Shanghai, Peoples R China',\n",
       " 'China',\n",
       " 'China',\n",
       " 'China',\n",
       " 'China',\n",
       " 'China',\n",
       " '[Besterfield-Sacre, Mary] Univ Pittsburgh, Pittsburgh, PA 15261 USA; [Cox, Monica F.; Beddoes, Kacey] Purdue Univ, Sch Engn Educ, W Lafayette, IN 47907 USA; [Borrego, Maura] Virginia Tech, Engn Educ Dept, Blacksburg, VA 24061 USA; [Zhu, Jiabin] Shanghai Jiao Tong Univ, Grad Sch Educ, Shanghai 200240, Peoples R China',\n",
       " 'China',\n",
       " 'China',\n",
       " 'China',\n",
       " 'China',\n",
       " 'China',\n",
       " 'China',\n",
       " 'China',\n",
       " 'China',\n",
       " 'China',\n",
       " 'China',\n",
       " 'China',\n",
       " 'China',\n",
       " 'China',\n",
       " 'China',\n",
       " 'China',\n",
       " 'China',\n",
       " 'China',\n",
       " 'China',\n",
       " 'China',\n",
       " 'China',\n",
       " 'China',\n",
       " 'China',\n",
       " 'China',\n",
       " '[Huang, Yuanzhen] Quanzhou Ocean Inst, Quanzhou 362700, Peoples R China; [Liu, Xiaohui] Xiamen Univ, Inst Educ, Xiamen 361021, Peoples R China; [Huang, Yuanzhen; Liu, Xiaohui] Jimei Univ, Sch Sci, Xiamen 361021, Peoples R China',\n",
       " '[Bautista, Alfredo] Educ Univ Hong Kong, Hong Kong, Peoples R China',\n",
       " '[Lian, Yi] Chinese Univ Hong Kong, Fac Educ, Hong Kong 999077, Peoples R China; [Tsang, Kwok-Kuen] Beijing Normal Univ, Coll Educ Adm, Fac Educ, Beijing 100875, Peoples R China; [Zhang, Ying] Capital Univ Econ & Business, Coll Urban Econ & Publ Adm, Beijing 100070, Peoples R China',\n",
       " '[Luo, Tian; So, Winnie Wing Mui; Li, Wai Chin] Educ Univ Hong Kong, Dept Sci & Environm Studies, Tai Po, 10 Lo Ping Rd, Hong Kong, Peoples R China; [Luo, Tian; So, Winnie Wing Mui; Li, Wai Chin] Educ Univ Hong Kong, Ctr Educ Environm Sustainabil, Tai Po, 10 Lo Ping Rd, Hong Kong, Peoples R China; [Wan, Zhi Hong] Educ Univ Hong Kong, Dept Curriculum & Instruct, Tai Po, Hong Kong, Peoples R China',\n",
       " '[Lamb, Richard] East Carolina Univ, Coll Educ, Neurocognit Sci Lab, Greenville, NC 27858 USA; [Hoston, Douglas] SUNY Coll Buffalo, Buffalo, NY USA; [Lin, Jing] Beijing Normal Univ, Collaborat Innovat Ctr Assessment Basic Educ Qual, Beijing, Peoples R China; [Firestone, Jonah] Washington State Univ Tricities, Richland, WA USA',\n",
       " 'China',\n",
       " '[Hsiao, Peng-Wei] Macau Univ Sci & Technol, Dept Fine Arts Digital Media, Macau, Peoples R China; [Su, Chung-Ho] Shu Te Univ, Dept Animat & Game Design, Kaohsiung 824, Taiwan',\n",
       " '[Lee, Donghee; Greer, Sydney E.; Dudley, Andrew T.] Univ Nebraska Med Ctr, Dept Genet Cell Biol & Anat, Omaha, NE 68198 USA; [Kuss, Mitchell A.] Univ Nebraska Med Ctr, Dept Internal Med, Omaha, NE 68198 USA; [An, Yang] Shandong Univ, Cheeloo Coll Med, Jinan 250012, Shandong, Peoples R China',\n",
       " '[Ng, Davy Tsz Kit; Chu, Samuel Kai Wah] Univ Hong Kong, Fac Educ, Pok Fu Lam, Hong Kong, Peoples R China',\n",
       " '[So, Winnie Wing Mui] Educ Univ Hong Kong, Ctr Educ Environm Sustainabil, Hong Kong, Peoples R China; [So, Winnie Wing Mui] Educ Univ Hong Kong, Dept Sci & Environm Studies, Hong Kong, Peoples R China',\n",
       " '[Loyalka, Prashant; Shi, Zhaolei] Stanford Univ, Grad Sch Educ, Stanford, CA 94305 USA; [Loyalka, Prashant; Wang, Huan; Khanna, Saurabh; Bhuradia, Ashutosh] Stanford Univ, Freeman Spogli Inst Int Studies, Stanford, CA 94305 USA; [Liu, Ou Lydia; Gu, Lin; Ling, Guangming] Educ Testing Serv, Princeton, NJ 08541 USA; [Li, Guirong; Li, Yanyan] Henan Univ, Sch Educ, Int Ctr Act Res Educ, Kaifeng, Henan, Peoples R China; [Kardanova, Elena; Chirikov, Igor; Federiakin, Denis] Natl Res Univ, Inst Educ, Higher Sch Econ, Moscow, Russia; [Chirikov, Igor] Univ Calif Berkeley, Goldman Sch Publ Policy, Ctr Studies Higher Educ, Berkeley, CA 94720 USA; [Hu, Shangfeng] Sichuan Normal Univ, Fac Educ, Chengdu, Sichuan, Peoples R China; [Yu, Ningning] Jinan Univ, Inst Higher Educ Res, Jinan, Peoples R China; [Ma, Liping] Peking Univ, Grad Sch Educ, Beijing, Peoples R China; [Guo, Fei] Tsinghua Univ, Inst Educ, Beijing, Peoples R China; [Beteille, Tara; Tognatta, Namrata] World Bank, Washington, DC USA',\n",
       " '[Wan, Zhi Hong] Educ Univ Hong Kong, Dept Curriculum & Instruct, Hong Kong, Peoples R China; [So, Wing Mui Winnie] Educ Univ Hong Kong, Dept Sci & Environm Studies, 10 Lo Ping Rd, Hong Kong, Peoples R China; [Hu, Weiping] Shaanxi Normal Univ, Ctr Teacher Profess Abil Dev, Xian, Peoples R China',\n",
       " '[Chen, Xieling] Educ Univ Hong Kong, Dept Math & Informat Technol, 10 Lo Ping Rd, Hong Kong, Peoples R China; [Zou, Di] Educ Univ Hong Kong, Dept English Language Educ, 10 Lo Ping Rd, Hong Kong, Peoples R China; [Xie, Haoran] Lingnan Univ, Dept Comp & Decis Sci, 8 Castle Peak Rd, Hong Kong, Peoples R China; [Wang, Fu Lee] Open Univ Hong Kong, Sch Sci & Technol, Ho Man Tin, Kowloon, 30 Good Shepherd St, Hong Kong, Peoples R China',\n",
       " '[Hackman, Salomey Tardy] Beijing Normal Univ, Fac Educ, Beijing, Peoples R China; [Zhang, Danhui; He, Jingwen] Beijing Normal Univ, Collaborat Innovat Ctr Assessment Basic Educ Qual, Beijing, Peoples R China',\n",
       " '[Kwan, Reggie] Open Univ Hong Kong, Comp Sci, Ho Man Tin, Hong Kong, Peoples R China; [Wong, Billy Tak-Ming] Open Univ Hong Kong, Ho Man Tin, Hong Kong, Peoples R China',\n",
       " '[Hali, Ali Usman; Aslam, Sarfraz; Zhang, BaoHui] Shaanxi Normal Univ, Sch Educ, 199 South Changan Rd, Xian 710062, Peoples R China; [Saleem, Atif] Zhejiang Normal Univ, Coll Educ & Human Dev, Coll Teacher Educ, Jinhua 321004, Zhejiang, Peoples R China',\n",
       " '[Apple, Michael W.] Beijing Normal Univ, Educ, Beijing, Peoples R China; [Apple, Michael W.] Univ Wisconsin, Curriculum & Instruct & Educ Policy Studies, Madison, WI USA',\n",
       " 'China',\n",
       " '[Tam, Hau-lin; Chan, Angus Yuk-fung; Lai, Oscar Long-hin] City Univ Hong Kong, Dept Social & Behav Sci, Hong Kong, Peoples R China',\n",
       " '[Song, Huan] Beijing Normal Univ, Inst Teacher Educ, Beijing, Peoples R China; [Zhou, Mingming] Univ Macau, Fac Educ, Av Univ, Taipa, Macao, Peoples R China',\n",
       " '[Chow, Stephen Cheuk Fai; So, Winnie Wing Mui] Educ Univ Hong Kong, Dept Sci & Environm Studies, Hong Kong, Peoples R China; [Chow, Stephen Cheuk Fai] Educ Univ Hong Kong, Ctr Educ Environm Sustainabil, Hong Kong, Peoples R China',\n",
       " 'China',\n",
       " '[Chai, Ching Sing; Jong, Morris Siu-Yung] Chinese Univ Hong Kong, Dept Curriculum & Instruct, Shatin, Hong Kong, Peoples R China; [Chai, Ching Sing; Jong, Morris Siu-Yung] Chinese Univ Hong Kong, Ctr Learning Sci & Technol, Shatin, Hong Kong, Peoples R China; [Rahmawati, Yuli] Univ Negeri Jakarta, Dept Chem Educ, Jakarta 13320, Indonesia',\n",
       " 'China',\n",
       " '[Li, Xiaoshan] Beijing Normal Univ, Fac Educ, Smart Learning Inst, Sch Educ Technol, Xinjiekouwai St, Beijing 100875, Peoples R China; [Wang, Wenjing] Beijing Normal Univ, Sch Syst Sci, Xinjiekouwai St, Beijing 100875, Peoples R China',\n",
       " 'China',\n",
       " '[Zhu, Xinhong; Xiong, Zhenfang; Zheng, Taoyun; Li, Lin; Zhang, Liuyi; Yang, Fen] Hubei Univ Chinese Med, Sch Nursing, Wuhan, Peoples R China',\n",
       " '[Mi, Shuaishuai; Lu, Shanshan] Shandong Normal Univ, Jinan 250014, Shandong, Peoples R China; [Bi, Hualin] Qufu Normal Univ, Qufu, Shandong, Peoples R China',\n",
       " '[Wang, Liyan] Shanghai Normal Univ, Shanghai, Peoples R China; [Chiang, Feng-Kuang] Shanghai Normal Univ, Dept Educ Technol, Shanghai, Peoples R China',\n",
       " '[Dong, Yan; Wang, Jing] Beijing Normal Univ, Fac Educ, Beijing, Peoples R China; [Yang, Yunying] Univ Melbourne, Melbourne Grad Sch Educ, Melbourne, Vic 3053, Australia; [Kurup, Premnadh M.] La Trobe Univ, Sch Educ, Melbourne, Vic, Australia',\n",
       " '[Wan, Zhi Hong; Jiang, Yushan; Zhan, Ying] Educ Univ Hong Kong, Dept Curriculum & Instruct, Hong Kong, Peoples R China',\n",
       " '[Davis, James P.] Queensland Univ Technol, Brisbane, Qld 4059, Australia; [Du, Juan; Tang, Jia-Hui; Qiao, Lu; Liu, Yan-Qiu; Chiang, Feng-Kuang] Shanghai Normal Univ, Shanghai, Peoples R China',\n",
       " '[Zhan, Xiaohong; Xu, Ranran] East China Normal Univ, Coll Teacher Educ, Fac Educ, Shanghai, Peoples R China; [Sun, Daner; Wan, Zhi Hong] Educ Univ Hong Kong, Dept Math & Informat Technol, Hong Kong, Peoples R China; [Hua, Yingli] Chengdu Tanghu Foreign Languages Sch, Chengdu, Peoples R China',\n",
       " '[Weng, Jiayi; Li, Hui] Univ Hong Kong, Fac Educ, Hong Kong, Peoples R China; [Li, Hui] Macquarie Univ, Fac Educ, N Ryde, NSW, Australia',\n",
       " '[Gao, Fei] Bowling Green State Univ, 260 Technol Bldg, Bowling Green, OH 43403 USA; [Li, Lan] Bowling Green State Univ, 521 Educ Bldg, Bowling Green, OH 43403 USA; [Sun, Yanyan] East China Normal Univ, 3663 North Zhongshan Rd, Shanghai 200062, Peoples R China',\n",
       " '[So, Wing Mui Winnie] Educ Univ Hong Kong, Ctr Educ Environm Sustainabil, Dept Sci & Environm Studies, Hong Kong, Peoples R China; [He, Qianwen; Chen, Yu; Chow, Cheuk Fai] Educ Univ Hong Kong, Dept Sci & Environm Studies, Hong Kong, Peoples R China; [Chow, Cheuk Fai] Educ Univ Hong Kong, Knowledge Transfer Sub Off, Hong Kong, Peoples R China',\n",
       " '[Chiang, Feng-Kuang; Liu, Yan-qiu; Feng, Xiran; Zhuang, Yaoxian; Sun, Yulong] Shanghai Normal Univ, Coll Educ, Dept Educ Technol, Shanghai, Peoples R China; [Chiang, Feng-Kuang] MIT, RELATE Lab, 77 Massachusetts Ave, Cambridge, MA 02139 USA',\n",
       " '[Gao, Xiaoyi; Li, Peishan; Sun, Huifang] Beijing Normal Univ, Fac Educ, Beijing, Peoples R China; [Shen, Ji] Univ Miami, Dept Teaching & Learning, Sch Educ & Human Dev, Coral Gables, FL 33124 USA',\n",
       " '[Li, Kam-Cheong; Wong, Billy Tak-Ming] Open Univ Hong Kong, Inst Res Open & Innovat Educ, Kowloon, Hong Kong, Peoples R China',\n",
       " '[Huang, Fenxia] Fujian Normal Univ, Fac Educ, Fuzhou, Peoples R China',\n",
       " '[Zhuang, Tengteng; Cheung, Alan C. K.] Chinese Univ Hong Kong, Dept Educ Adm & Policy, Hong Kong, Peoples R China; [Tam, Winnie] Chinese Univ Hong Kong, Ctr Univ Sch Partnership, Hong Kong, Peoples R China',\n",
       " '[Leung, Allen] Hong Kong Baptist Univ, Dept Educ Studies, Kowloon, Tong Campus, Hong Kong, Peoples R China',\n",
       " '[Xu, Meidan; Gu, Jianjun] Nanjing Normal Univ, Sch Educ Sci, 122 Ninghai Rd, Nanjing, Jiangsu, Peoples R China; [Williams, P. John] Curtin Univ, Perth, WA, Australia; [Zhang, Hang] State Grid, Taizhou Power Supply Co, Taizhou, Peoples R China',\n",
       " '[Cheng, Yin Cheong] Educ Univ Hong Kong, Tai Po, Dept Educ Policy & Leadership, Hong Kong, Peoples R China; [So, Winnie Wing Mui] Educ Univ Hong Kong, Dept Sci & Environm Studies, Tai Po, Hong Kong, Peoples R China',\n",
       " '[Fung, Chak-Him] Educ Univ Hong Kong, Tai Po, 10 Lo Ping Rd, Hong Kong, Peoples R China',\n",
       " '[Nguyen Thi To Khuyen] Natl Taiwan Normal Univ, Grad Inst Sci Educ, Taipei 11677, Taiwan; [Nguyen Van Bien] Hanoi Natl Univ Educ, Fac Phys, Hanoi 10000, Vietnam; [Lin, Pei-Ling; Chang, Chun-Yen] Natl Taiwan Normal Univ, Sci Educ Ctr, Taipei 11677, Taiwan; [Lin, Jing] Beijing Normal Univ, Collaborat Innovat Ctr Assessment Basic Educ Qual, Beijing 100875, Peoples R China',\n",
       " 'China',\n",
       " 'China',\n",
       " '[Fendos, Justin] Fudan Univ, Tan Sch, Shanghai, Peoples R China',\n",
       " 'China',\n",
       " '[Zhou, Yisu; Fan, Xitao] Univ Macau, Fac Educ E33, Room 3022,Av Univ, Taipa, Macau, Peoples R China; [Wei, Xiaoxin] Amer Inst Res, Washington, DC USA; [Tai, Robert H.] Univ Virginia, Charlottesville, VA USA',\n",
       " 'China',\n",
       " 'China',\n",
       " '[Chiang, Feng-Kuang] Beijing Normal Univ, Fac Educ, Sch Educ Technol, 19 XinJieKouWai St, Beijing 100875, Peoples R China; [Chiang, Feng-Kuang] Beijing Normal Univ, Beijing Adv Innovat Ctr Future Educ, Beijing 100875, Peoples R China',\n",
       " 'China',\n",
       " '[Li, Yanyan; Huang, Zhinan; Jiang, Menglu; Chang, Ting-Wen] Beijing Normal Univ, Sch Educ Technol, R&D Ctr Knowledge Engn, Beijing, Peoples R China',\n",
       " 'China',\n",
       " 'China',\n",
       " '[Wang, Jingying] Capital Normal Univ, Beijing 100048, Peoples R China; [Guo, Donghui] Beijing 15 Middle Sch, Beijing 100054, Peoples R China; [Jou, Min] Natl Taiwan Normal Univ, Taipei, Taiwan',\n",
       " 'China',\n",
       " 'China',\n",
       " '[Chiang, Feng-Kuang] Shanghai Normal Univ, Coll Educ, Dept Educ Technol, Shanghai, Peoples R China',\n",
       " '[Kutnick, Peter] Kings Coll London, Sch Educ Commun & Soc, Waterloo Rd, London SE1 9NH, England; [Lee, Betty Pok-Yee] Univ Hong Kong, Fac Educ, Meng Wah Complex,Pokfulam Rd, Hong Kong, Peoples R China; [Chan, Rosanna Yuen-Yan] Chinese Univ Hong Kong, Dept Informat Engn, Shatin NT, Ho Sin Hang Engn Bldg, Hong Kong, Peoples R China; [Chan, Cecilia Ka Yuk] Univ Hong Kong, Cent Podium, Ctr Enhancement Teaching & Learning, Pokfulam Rd, Hong Kong, Peoples R China',\n",
       " '[Hu, Hang; Li, Yaxin; Yang, Yang; Su, Yifei; Du, Shuang] Southwest Univ, Fac Educ, Chongqing, Peoples R China; [Du, Shuang] Sichuan Int Studies Univ, Educ Technol Ctr, Zhuangzhi Rd, Chongqing, PR, Peoples R China',\n",
       " '[Nong, Liqiao; Liu, Geping] Southwest Univ, Ctr Studies Educ & Psychol Ethn Minor, 2 Tiansheng Rd, Chongqing 400715, Peoples R China; [Zhang, Lanlan] Southwest Univ, Fac Educ, 2 Tiansheng Rd, Chongqing 400715, Peoples R China',\n",
       " '[Liu, Zi-Yu] GuangXi Normal Univ, Sch Foreign Language, Guilin, Peoples R China; [Chubarkova, Elena] Russian State Vocat Pedag Univ, Inst Informat Syst, Ekaterinburg, Russia; [Kharakhordina, Marina] Russian State Vocat Pedag Univ, Ekaterinburg, Russia',\n",
       " '[Chiang, Feng-Kuang] Shanghai Normal Univ, Coll Educ, Dept Educ Technol, Shanghai 200234, Peoples R China; [Li, Li; Cai, Rui Heng; Wang, Shan] Beijing Normal Univ, Fac Educ, Sch Educ Technol, Beijing 100875, Peoples R China',\n",
       " '[Song, Miran] Beijing Normal Univ, Fac Educ, Beijing, Peoples R China',\n",
       " '[Li, Sen; Chu, JiaRu; Li, Baoqing] Univ Sci & Technol China, Dept Precis Machinery & Precis Instrumentat, 96 Jinzhai Rd, Hefei 230027, Anhui, Peoples R China; [Li, Sen; Chang, Yu; Pan, Tingrui] Chinese Acad Sci, Shenzhen Inst Adv Technol, 1068 Xueyuan Ave, Shenzhen 518055, Guangdong, Peoples R China; [Pan, Tingrui] Univ Calif Davis, Dept Biomed Engn, Micronano Innovat MINI Lab, One Shields Ave, Davis, CA 95616 USA',\n",
       " '[Wu, Yonghe; Guo, Shouchao; Zhu, Lijuan] East China Normal Univ, Fac Educ, Dept Educ Informat Technol, Shanghai, Peoples R China; [Zhu, Lijuan] Shanghai JianQiao Univ, Coll Informat Technol, Shanghai, Peoples R China',\n",
       " '[Leung, Allen] Hong Kong Baptist Univ, Dept Educ Studies, Hong Kong, Peoples R China',\n",
       " '[Li, Chunxiao] Nanyang Technol Univ, Dept Phys Educ & Sports Sci, Singapore, Singapore; [Kam, Wai Keung Kevin; Zhang, Mengge] Educ Univ Hong Kong, Dept Hlth & Phys Educ, Hong Kong, Peoples R China',\n",
       " 'China',\n",
       " '[Chai, Ching Sing; Jong, Morris Siu-Yung; Yin, Hong-biao; Chen, Mengyuan] Chinese Univ Hong Kong, Dept Curriculum & Instruct, Hong Kong, Peoples R China; [Zhou, Wenye] East China Normal Univ, Sch Educ Sci, Shanghai, Peoples R China',\n",
       " 'China',\n",
       " '[Craig, Cheryl J.] Texas A&M Univ, Coll Educ & Human Dev, Houston Endowment Endowed Chair Urban Educ, Dept Teaching Learning & Culture, College Stn, TX 77843 USA; [Evans, Paige] Univ Houston, Dept Math, Coll Nat Sci & Math, TeachHOUSTON, Houston, TX 77204 USA; [Verma, Rakesh] Univ Houston, Dept Comp Sci, Coll Nat Sci & Math, Houston, TX 77204 USA; [Stokes, Donna] Univ Houston, Dept Phys, Coll Nat Sci & Math, Houston, TX USA; [Li, Jing] East China Normal Univ, Fac Educ, Shanghai, Peoples R China',\n",
       " '[Hsu, Wei-Ling] Huaiyin Normal Univ, Sch Urban & Environm Sci, Inst Land & Urban Rural Planning, Huaian 223300, Peoples R China; [Chen, Yi-Sian] Chung Hua Univ, Dept Civil Engn, Hsinchu 30012, Taiwan; [Shiau, Yan-Chyuan] Chung Hua Univ, Dept Landscape Architecture, Hsinchu 30012, Taiwan; [Liu, Hsin-Lung] Minghsin Univ Sci & Technol, Dept Leisure Management, Hsinchu 30401, Taiwan; [Chern, Tian-Yow] Chung Hua Univ, Dept Architecture & Urban Planning, Hsinchu 30012, Taiwan',\n",
       " '[Chai, Ching Sing] Chinese Univ Hong Kong, Dept Curriculum & Instruct, Fac Educ, Sha Tin, Hong Kong, Peoples R China',\n",
       " '[Dong, Yan; Xu, Chang; Song, Xiaoting; Fu, Qian] Beijing Normal Univ, Sch Educ Technol, Fac Educ, Beijing 100875, Peoples R China; [Chai, Ching Sing] Chinese Univ Hong Kong, Fac Educ, Shatin, Hong Kong, Peoples R China; [Huang, Yue] Beijing Univ Posts & Telecommun, Network Educ Coll, Beijing 100876, Peoples R China',\n",
       " '[Geng, Jie; Jong, Morris Siu-Yung] Chinese Univ Hong Kong, CLST, Shatin, Hong Kong, Peoples R China; [Jong, Morris Siu-Yung; Chai, Ching Sing] Chinese Univ Hong Kong, Dept Curriculum & Instruct, Shatin, Hong Kong, Peoples R China',\n",
       " '[Lee, Min-Hsien] Natl Taiwan Normal Univ, Program Learning Sci, Taipei, Taiwan; [Chai, Ching Sing] Chinese Univ Hong Kong, Dept Curriculum & Instruct, Shatin, Hong Kong, Peoples R China; [Hong, Huang-Yao] Natl Chengchi Univ, Dept Educ, Taipei, Taiwan; [Lee, Min-Hsien] Natl Taiwan Normal Univ, Inst Res Excellence Learning Sci, Taipei, Taiwan',\n",
       " '[Chiang, Feng-Kuang; Wang, Liyan] Shanghai Normal Univ, Dept Educ Technol, Coll Educ, Shanghai 200234, Peoples R China; [Yan, Xiaomei] Beijing Normal Univ, Smart Learning Inst, Beijing 100875, Peoples R China; [Zhang, Jingjing] Beijing Normal Univ, Big Data Ctr Technol Mediated Educ, Beijing 100875, Peoples R China; [Yang, Yehong; Chen, Li] Beijing Normal Univ, Sch Educ Technol, Res Ctr Distance Educ, Beijing 100875, Peoples R China',\n",
       " '[Zhai, Lian] Sichuan Vocat & Tech Coll, Suining, Peoples R China',\n",
       " '[Zhou, Shao-Na; Zeng, Hui; Xu, Shao-Rui; Chen, Lu-Chang; Xiao, Hua] South China Normal Univ, Sch Phys & Telecommun Engn, Guangzhou 510006, Guangdong, Peoples R China',\n",
       " '[Zhao, Wenxiao] Univ Jinan, Sch Foreign Languages, Jinan, Shandong, Peoples R China; [Guo, Shaoni] Qingdao Univ Sci & Technol, Chinesisch Deutsch Tech Fak, Qingdao, Peoples R China',\n",
       " '[Wu, Ting] Southwest Jiaotong Univ, Chengdu, Sichuan, Peoples R China; [Albion, Peter] Univ Southern Queensland, Toowoomba, Qld, Australia',\n",
       " '[Ni, Qin; Zhang, Lele; Zhang, Bo] Shanghai Normal Univ, Coll Informat Mech & Elect Engn, Shanghai 200234, Peoples R China; [Chiang, Feng-Kuang] Shanghai Normal Univ, Coll Educ, Dept Educ Technol, Shanghai 200234, Peoples R China',\n",
       " '[Wang, Xingwei; Guo, Liang] China Univ Petr East China, Sch Informat & Control Engn, Qingdao 266580, Shandong, Peoples R China; [Xu, Wenwen] China Univ Petr East China, Sch Econ & Management, Qingdao 266580, Shandong, Peoples R China',\n",
       " '[Li, Yan; Zhang, Qiaoliang; Feng, Wenfang; Wang, Song] Lanzhou Univ Technol, Sch Econ & Management, Lanzhou, Gansu, Peoples R China; [Li, Yan] Hohai Univ, Business Sch, Nanjing, Jiangsu, Peoples R China; [Feng, Wenfang] Southeast Univ, Sch Econ & Management, Nanjing, Jiangsu, Peoples R China; [Kang, Haibin] Lanzhou Univ Technol, Lanzhou, Gansu, Peoples R China; [Kang, Haibin; Bao, Zheshi] Nanjing Univ Finance & Econ, Nanjing, Jiangsu, Peoples R China',\n",
       " 'China',\n",
       " 'China']"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# C-2 请使用info列表\n",
    "# 1.新建列表，方法：append()\n",
    "# 2,in 方法 + 条件判断 if else \n",
    "# 3. for循环（基本的编程思维）\n",
    "\n",
    "\n",
    "China_list = []\n",
    "word = 'China'\n",
    "for i in info:\n",
    "    if word in i:\n",
    "        China_list.append(i)\n",
    "    \n",
    "\n",
    "\n",
    "China_list"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#  Q4 （20分）🌶🌶 中等\n",
    "\n",
    "-----------------\n",
    "* 尝试用python代码取出 邮政编码（注：5位的数字信息）并存进邮编列表中。\n",
    "* 答案示例：\n",
    "```\n",
    "['93106',\n",
    " '93106',\n",
    " '93106',\n",
    " '93106',\n",
    " '20548',\n",
    " '94305',\n",
    " ...\n",
    "```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "# D-1 新建邮编_list空列表，后续得到邮编信息请增加进此列表\n",
    "邮编_list = []"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['93106',\n",
       " '93106',\n",
       " '93106',\n",
       " '93106',\n",
       " '20548',\n",
       " '94305',\n",
       " '20230',\n",
       " '95616',\n",
       " '43210',\n",
       " '99164',\n",
       " '47907',\n",
       " '60208',\n",
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       " ...]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# D-2 请使用info列表数据筛选并尝试获取所有的邮编信息\n",
    "# 请在此作答\n",
    "\n",
    "# 知识点：\n",
    "# 1. for 循环\n",
    "# 2. 字符串的方法: split; isdigit  （用户登录和购物车）\n",
    "# 3. 长度 len（）== int\n",
    "\n",
    "for i in info:\n",
    "    for j in i.split():\n",
    "        if j.isdigit() and len(j) == 5:\n",
    "            邮编_list.append(j)\n",
    "        \n",
    "\n",
    "        \n",
    "邮编_list"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Q5 20分 🌶🌶🌶 难\n",
    "\n",
    "----------------\n",
    "* 尝试将年份列表中的值转换成整数,并统计每一年出现的次数和空缺值出现的次数，并以字典的形式展现。\n",
    "* 答案示例：\n",
    "```\n",
    "{'空缺值': 116,\n",
    " 2015: 111,\n",
    " 2014: 58,\n",
    " 2013: 42,\n",
    " ...\n",
    " ```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
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       " 2020.0,\n",
       " 2020.0,\n",
       " 2021.0,\n",
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       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
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       " '空缺值',\n",
       " '空缺值',\n",
       " 2020.0,\n",
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       " '空缺值',\n",
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       " 2017.0,\n",
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       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " ...]"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# E-1 数据准备（所有年份数据列表） 学生直接执行\n",
    "PY_list = df_C1['PY'].fillna(\"空缺值\").to_list()\n",
    "PY_list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'空缺值': 116,\n",
       " 2004: 0,\n",
       " 2005: 0,\n",
       " 2006: 0,\n",
       " 2007: 0,\n",
       " 2008: 0,\n",
       " 2009: 0,\n",
       " 2010: 0,\n",
       " 2011: 0,\n",
       " 2012: 0,\n",
       " 2013: 0,\n",
       " 2014: 0,\n",
       " 2015: 0,\n",
       " 2016: 0,\n",
       " 2017: 0,\n",
       " 2018: 0,\n",
       " 2019: 0,\n",
       " 2020: 0,\n",
       " 2021: 0}"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# E-2 尝试将年份列表中的值转换成整数,并统计每一年出现的次数和空缺值出现的次数，最终以字典的形式展现，示例代码参考上述markdown\n",
    "PY_count = {\"空缺值\":PY_list.count(\"空缺值\")}\n",
    "# 请在此作答\n",
    "\n",
    "# 知识点：\n",
    "# 1. for 循环 + 条件判断 （基础的编程思维）\n",
    "# 2. for + range\n",
    "# 3. 字典的新建：创建字典的方法：dict[key] = value\n",
    "\n",
    "PY_digit_list = []\n",
    "for i in PY_digit_list:\n",
    "    if i != '空缺值':\n",
    "        PY_digit_list.append(int(i))   \n",
    "for i in range(2004,2022):\n",
    "    PY_count[i] = PY_digit_list.count(i)\n",
    "PY_count"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Q6 20分 🌶🌶🌶 难 \n",
    "\n",
    "--------------\n",
    "* 按照列表下表索引建立字典，在字典中拆分作者，并统计每篇文章作者的人数\n",
    "> 1. 请以每篇文章的index作为字典的key；\n",
    "> 2. value中仍为字典，字典的key分别有：\n",
    ">> 1. \"author_list\"：存储作者列表\n",
    ">> 2. \"author_num\":统计作者个数\n",
    ">> 3. 结果示例如下:\n",
    "```\n",
    "{0: {'author_list': ['Han, XY',\n",
    "   ' Stocking, G',\n",
    "   ' Gebbie, MA',\n",
    "   ' Appelbaum, RP'],\n",
    "  'author_num': 4},\n",
    " 1: {'author_list': ['De Castell, S',\n",
    "   ' Larios, H',\n",
    "   ' Jenson, J',\n",
    "   ' Smith, DH'],\n",
    "  'author_num': 4},\n",
    " 2: {'author_list': ['Putansu, SR'], 'author_num': 1},\n",
    " 3: {'author_list': ['Cira, NJ',\n",
    "   ' Chung, AM',\n",
    "   ' Denisin, AK',\n",
    "   ' Rensi, S',\n",
    "   ' Sanchez, GN',\n",
    "   ' Quake, SR',\n",
    "   ' Riedel-Kruse, IH'],\n",
    "  'author_num': 7},\n",
    "...后面省略\n",
    "```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Han, XY; Stocking, G; Gebbie, MA; Appelbaum, RP',\n",
       " 'De Castell, S; Larios, H; Jenson, J; Smith, DH',\n",
       " 'Putansu, SR',\n",
       " 'Cira, NJ; Chung, AM; Denisin, AK; Rensi, S; Sanchez, GN; Quake, SR; Riedel-Kruse, IH',\n",
       " 'Komoroske, LM; Hameed, SO; Szoboszlai, AI; Newsom, AJ; Williams, SL',\n",
       " 'Bystydzienski, JM; Eisenhart, M; Bruning, M',\n",
       " 'Lamb, R; Akmal, T; Petrie, K',\n",
       " 'Su, R; Rounds, J',\n",
       " 'Miller, DI; Wai, J',\n",
       " 'Yee, K',\n",
       " 'Adedokun, OA; Liu, J; Parker, LC; Burgess, W',\n",
       " 'Hestenes, D',\n",
       " 'Han, S; Yalvac, B; Capraro, MM; Capraro, RM',\n",
       " 'Rozek, CS; Hyde, JS; Svoboda, RC; Hulleman, CS; Harackiewicz, JM',\n",
       " 'Milner, AR',\n",
       " 'Hieb, JL; Lyle, KB; Ralston, PAS; Chariker, J',\n",
       " 'Pietsch, RB; Bohland, CL; Schmale, DG',\n",
       " 'Chang, SH; Ku, AC; Yu, LC; Wu, TC; Kuo, BC',\n",
       " 'Whannell, R; Tobias, S',\n",
       " 'Cantero, JD; Saorin, JL; Melian, D; Meier, C',\n",
       " 'Huang, PH; Chiu, MC; Hwang, SL; Wang, JL',\n",
       " 'Rogers, M; Pfaff, T; Hamilton, J; Erkan, A',\n",
       " 'Shahali, EHM; Halim, L; Rasul, S; Osman, K; Ikhsan, Z; Rahim, F',\n",
       " 'Belland, BR; Walker, AE; Olsen, MW; Leary, H',\n",
       " 'Xie, Y; Fang, M; Shauman, K',\n",
       " 'Hudson, P; English, LD; Dawes, L; King, D; Baker, S',\n",
       " 'Goldfien, AC; Badway, NN',\n",
       " 'Thomas, AS; Bonner, SM; Everson, HT; Somers, JA',\n",
       " 'Karahan, E; Canbazoglu Bilici, S; Unal, A',\n",
       " 'Erdogan, N; Stuessy, CL',\n",
       " 'Bursztyn, N; Pederson, J; Shelton, B; Walker, A; Campbell, T',\n",
       " 'Vate-U-Lan, P',\n",
       " 'Bagiati, A; Yoon, SY; Evangelou, D; Magana, A; Kaloustian, G; Zhu, JB',\n",
       " 'English, LD; King, DT',\n",
       " 'Li, S; Ernst, JV; Williams, TO',\n",
       " 'Mulqueeny, K; Kostyuk, V; Baker, RS; Ocumpaugh, J',\n",
       " 'Lee, YJ; Anderson, E; Bronstein, L',\n",
       " 'Dutta, A; Kang, HJ; Kaya, C; Benton, SF; Sharp, SE; Chan, F; Cardoso, ED; Kundu, M',\n",
       " 'Hawley, CE; Cardoso, E; McMahon, BT',\n",
       " 'Anderson, MK; Tenenbaum, LS; Ramadorai, SB; Yourick, DL',\n",
       " 'Cook, G',\n",
       " 'Arrieta, D; Kern, J',\n",
       " 'Borowczak, M',\n",
       " 'Poland, S; Plevyak, L',\n",
       " 'Howe, C; Luthman, S; Ruthven, K; Mercer, N; Hofmann, R; Ilie, S; Guardia, P',\n",
       " 'Wasserman, NH; Rossi, D',\n",
       " 'Gonzales, AN; Van Tuyl, L; Martinez, B; Hasper, E; Hedgpeth, T; Windhorst, RA; Baluch, DP',\n",
       " 'Byars-Winston, A',\n",
       " 'Suchman, EL',\n",
       " 'Micari, M; Pazos, P',\n",
       " 'Dabney, KP; Tai, RH',\n",
       " 'Fakayode, SO; Pollard, DA; Snipes, VT; Atkinson, A',\n",
       " 'Rushton, GT; Ray, HE; Criswell, BA; Polizzi, SJ; Bearss, CJ; Levelsmier, N; Chhita, H; Kirchhoff, M',\n",
       " nan,\n",
       " 'Evans, MA; Lopez, M; Maddox, D; Drape, T; Duke, R',\n",
       " 'Winters, JV',\n",
       " 'Rogers-Chapman, MF',\n",
       " 'Berk, LJ; Muret-Wagstaff, SL; Goyal, R; Joyal, JA; Gordon, JA; Faux, R; Oriol, NE',\n",
       " 'Cole, R; Stanford, C; Froyd, J; Khatri, R; Henderson, C',\n",
       " 'Deards, KD; Burks, R',\n",
       " 'Warner, IM; Crawford, M; Wilson, Z; Pang, SS; Wright, A; Li, GQ; Thomas, G',\n",
       " 'Gulwani, S',\n",
       " 'Supalo, CA; Hill, AA; Larrick, CG',\n",
       " 'Roberts, K',\n",
       " 'Bamberger, YM',\n",
       " '[Anonymous]',\n",
       " 'Talanquer, V',\n",
       " 'Nelatury, SR',\n",
       " 'Brown, AS',\n",
       " 'Bragg, DD; Taylor, JL',\n",
       " 'Allen-Ramdial, SAA; Campbell, AG',\n",
       " 'Cohen, CA; Hegarty, M',\n",
       " 'Lin, PC; Hou, HT; Wu, SY; Chang, KE',\n",
       " 'Chen, CF; Tomsovic, K; Aydeniz, M',\n",
       " 'Smith, JL; Cech, E; Metz, A; Huntoon, M; Moyer, C',\n",
       " '[Anonymous]',\n",
       " 'Freeman, S; Eddy, SL; McDonough, M; Smith, MK; Okoroafor, N; Jordt, H; Wenderoth, MP',\n",
       " 'Bahri, NM; Suryawati, E; Osman, K',\n",
       " 'Fadzil, HM; Saat, RM',\n",
       " 'Meng, CC; Idris, N; Eu, LK',\n",
       " 'Osman, K; Saat, RM',\n",
       " 'Jayarajah, K; Saat, RM; Rauf, RAA',\n",
       " 'Dickerson, DL; Eckhoff, A; Stewart, CO; Chappell, S; Hathcock, S',\n",
       " 'Cwikla, J; Milroy, S; Reider, D; Skelton, T',\n",
       " 'Fakayode, SO; Yakubu, M; Adeyeye, OM; Pollard, DA; Mohammed, AK',\n",
       " 'Lester, JC; Spires, HA; Nietfeld, JL; Minogue, J; Mott, BW; Lobene, EV',\n",
       " 'Janelle, DG; Hegarty, M; Newcombe, NS',\n",
       " 'Besterfield-Sacre, M; Cox, MF; Borrego, M; Beddoes, K; Zhu, JB',\n",
       " 'Borrego, M; Henderson, C',\n",
       " 'Vercellotti, S; Vercellotti, J',\n",
       " 'Fakayode, SO; Pollard, DA; Snipes, VT; Atkinson, A',\n",
       " 'Kisiel, JF',\n",
       " 'Theobald, R; Freeman, S',\n",
       " 'Saxton, E; Burns, R; Holveck, S; Kelley, S; Prince, D; Rigelman, N; Skinner, EA',\n",
       " 'Muindi, F; Guha, M',\n",
       " 'Barker, BS; Nugent, G; Grandgenett, NF',\n",
       " 'Hernandez, PR; Bodin, R; Elliott, JW; Ibrahim, B; Rambo-Hernandez, KE; Chen, TW; de Miranda, MA',\n",
       " 'Sahin, A; Ayar, MC; Adiguzel, T',\n",
       " 'Adamuti-Trache, M; Sweet, R',\n",
       " 'Donovan, BM; Mateos, DM; Osborne, JF; Bisaccio, DJ',\n",
       " 'Nicholls, GM; Wolfe, H; Besterfield-Sacre, M; Shuman, LJ',\n",
       " 'Corlu, MS; Capraro, RM; Capraro, MM',\n",
       " 'Talaue, FT',\n",
       " 'Bissaker, K',\n",
       " nan,\n",
       " 'Assefa, SG; Rorissa, A',\n",
       " 'MacPhee, D; Farro, S; Canetto, SS',\n",
       " 'Merolla, DM; Serpe, RT',\n",
       " 'Wang, MT; Degol, J',\n",
       " 'Doyle, KMH; Vale, RD',\n",
       " 'Taylor, HA; Hutton, A',\n",
       " 'Uttal, DH; Miller, DI; Newcombe, NS',\n",
       " 'Hughes, RM; Nzekwe, B; Molyneaux, KJ',\n",
       " 'Towns, M; Thompson, J; Christensen, W; Rasmussen, C',\n",
       " 'Else-Quest, NM; Mineo, CC; Higgins, A',\n",
       " 'Corlu, MS',\n",
       " \"D'Avanzo, C\",\n",
       " 'Wang, XL',\n",
       " 'Miller, DI; Halpern, DF',\n",
       " \"McCright, AM; O'Shea, BW; Sweeder, RD; Urquhart, GR; Zeleke, A\",\n",
       " 'Borrego, M; Cutler, S; Prince, M; Henderson, C; Froyd, JE',\n",
       " 'Mervis, J',\n",
       " 'Malakoff, D; Mervis, J',\n",
       " 'Ampaw, F; Partlo, M',\n",
       " 'Eseryel, D; Ifenthaler, D; Ge, X',\n",
       " 'Stewart, G',\n",
       " 'Malakoff, D; Mervis, J',\n",
       " 'Anderson, MA; Giordano, J',\n",
       " 'Mervis, J',\n",
       " 'Gandhi, E; Orgill, M; Schrader, PG',\n",
       " 'Kukreti, AR; Maltbie, CV',\n",
       " 'Tower, R',\n",
       " 'Bakhiet, R; Carcia, T; Alvarez, R',\n",
       " 'Dutnall, RN; Banner, V; Booker, A; Vizzo, E; Kane, C',\n",
       " 'Krogh, LB; Andersen, HM',\n",
       " 'Ryan, MS; White, JW',\n",
       " '[Anonymous]',\n",
       " 'Nag, S; Katz, JG; Saenz-Otero, A',\n",
       " 'McLurkin, J; Rykowski, J; John, M; Kaseman, Q; Lynch, AJ',\n",
       " 'Tseng, KH; Chang, CC; Lou, SJ; Chen, WP',\n",
       " 'Nadelson, LS; Callahan, J; Pyke, P; Hay, A; Dance, M; Pfiester, J',\n",
       " 'Blustein, DL; Barnett, M; Mark, S; Depot, M; Lovering, M; Lee, Y; Hu, Q; Kim, J; Backus, F; Dillon-Lieberman, K; DeBay, D',\n",
       " 'Geisinger, BN; Raman, DR',\n",
       " 'Engberg, ME; Wolniak, GC',\n",
       " 'Andree, M; Hansson, L',\n",
       " 'Hudson, P; English, LD; Dawes, L',\n",
       " 'Martinez, E; Lindline, J; Petronis, MS; Pilotti, M',\n",
       " 'Banning, J; Folkestad, JE',\n",
       " 'Cohen, CA; Hegarty, M',\n",
       " 'Carmen, C',\n",
       " 'Hudson, P; English, LD; Dawes, L; Macri, J',\n",
       " 'Ashe, CA; Yaron, DJ; Carter, WC; Chase, C; Adamson, D; Bartolo, L',\n",
       " 'Cooper, MM',\n",
       " 'Cooper, MM',\n",
       " 'Brickman, P; Gormally, C; Francom, G; Jardelezz, SE; Schutte, VGW; Jordan, C; Kanizay, L',\n",
       " 'Vazquez, AV; McLoughlin, K; Sabbagh, M; Runkle, AC; Simon, J; Coppola, BP; Pazicni, S',\n",
       " 'Carr, RL; Bennett, LD; Strobel, J',\n",
       " '[Anonymous]',\n",
       " 'Yu, CH; DiGangi, S; Jannasch-Pennell, A',\n",
       " 'Cheville, RA',\n",
       " 'Subramaniam, MM; Ahn, J; Fleischmann, KR; Druin, A',\n",
       " 'Tate, WF; Jones, BD; Thorne-Wallington, E; Hogrebe, MC',\n",
       " 'Schmidt, CD; Hardinge, GB; Rokutani, LJ',\n",
       " 'Meyers, KL; Goodrich, V; Brockman, J',\n",
       " 'Merwade, V; Ruddell, BL',\n",
       " 'Sjaastad, J',\n",
       " 'Uttal, DH; Cohen, CA',\n",
       " 'Fairburn, SM',\n",
       " 'Henderson, C; Beach, A; Finkelstein, N',\n",
       " 'Matthews, ME; Riga, AT',\n",
       " 'Greenseid, LO; Lawrenz, F',\n",
       " 'Rule, G; Kessler, A; Goodman, A; Bajzek, D',\n",
       " 'Malcom, LE; Malcom, SM',\n",
       " 'Myers, CB; Pavel, DM',\n",
       " 'Capobianco, BM; Diefes-Dux, HA; Mena, I; Weller, J',\n",
       " 'Kaufman, SEE',\n",
       " 'Eseryel, D; Ge, X; Ifenthaler, D; Law, V',\n",
       " 'Washington, MY',\n",
       " 'Lopez, E; Kim, J; Nandagopal, K; Cardin, N; Shavelson, RJ; Penn, JH',\n",
       " 'Woodard, LJ; Wilson, JS; Blankenship, J; Quock, RM; Lindsey, M; Kinsler, JJ',\n",
       " 'Smith, E',\n",
       " 'English, LD; Hudson, P; Dawes, L',\n",
       " 'Aslin, BA',\n",
       " 'Denker, SP; Lindburg, L; Maderis, G',\n",
       " 'Bybee, RW',\n",
       " 'Foster, KM; Bergin, KB; McKenna, AF; Millard, DL; Perez, LC; Prival, JT; Rainey, DY; Sevian, HM; VanderPutten, EA; Hamos, JE',\n",
       " 'Nicholls, GM; Wolfe, H; Besterfield-Sacre, M; Shuman, LJ',\n",
       " 'Wadsworth, J',\n",
       " 'Kaufman, T',\n",
       " 'Wadsworth, J',\n",
       " 'Mervis, J',\n",
       " 'Riechert, SE; Post, BK',\n",
       " 'Pazos, P; Micari, M; Light, G',\n",
       " 'Hopkinson, P; James, P',\n",
       " 'Mervis, J',\n",
       " 'Stubbs, KN; Yanco, HA',\n",
       " 'Mervis, J',\n",
       " 'Labov, JB; Singer, SR; George, MD; Schweingruber, HA; Hilton, ML',\n",
       " 'Cantrell, P; Ewing-Taylor, J',\n",
       " 'Mervis, J',\n",
       " 'Landers, J',\n",
       " 'Wofford, J',\n",
       " 'Mayo, MJ',\n",
       " 'Amato-Henderson, S; Lehman, JB; Cattelino, P',\n",
       " 'Depristo, A',\n",
       " '[Anonymous]',\n",
       " 'Narum, JL',\n",
       " 'Zappas, KR',\n",
       " '[Anonymous]',\n",
       " 'Mervis, J; Summers, M; Mervis, J; Pfirman, S',\n",
       " 'Yoksh, RE',\n",
       " 'Bhattacharjee, Y',\n",
       " 'Nicholls, GM; Wolfe, H; Besterfield-Sacre, M; Shuman, LJ; Larpkiattaworn, S',\n",
       " 'Strozak, VS',\n",
       " 'Porter, AL; Roessner, JD; Oliver, S; Johnson, D',\n",
       " 'van Langen, A; Dekkers, H',\n",
       " 'Martin, LMW',\n",
       " 'Wise, JC; Lee, SH; Litzinger, T; Marra, RM; Palmer, B',\n",
       " \"Khan, AM; D'Arcy, CE; Olimpo, JT\",\n",
       " \"D'Alessio, M; Rushing, G; Gray, TL\",\n",
       " 'Henry, MA; Shorter, S; Charkoudian, LK; Heemstra, JM; Le, B; Corwin, LA',\n",
       " 'Vinje, H; Brovold, H; Almoy, T; Froslie, KF; Saebo, S',\n",
       " 'Bacovic, M; Andrijasevic, Z; Pejovic, B',\n",
       " 'Lin, CH; Yu, CC; Shih, PK; Wu, LY',\n",
       " 'Sumen, OO; Calisici, H',\n",
       " 'Capobianco, BM; Radloff, J; Clingerman, J',\n",
       " 'Schellinger, J; Jaber, LZ; Southerland, SA',\n",
       " 'Tekdal, M',\n",
       " 'Huang, YZ; Liu, XH',\n",
       " 'Romero-Ariza, M; Quesada, A; Abril, AM; Cobo, C',\n",
       " 'Morton, TR',\n",
       " 'Davila, O; Rios, VM',\n",
       " 'Queiruga-Dios, MA; Lopez-Inesta, E; Diez-Ojeda, M; Saiz-Manzanares, MC; Vazquez-Dorrio, JB',\n",
       " 'Mulvey, KL; Joy, A; Caslin, M; Orcutt, D; Eseryel, D; Katti, M',\n",
       " 'Graham, MA',\n",
       " 'Duan, RJ; Walker, GJ; Orthia, LA',\n",
       " 'Skrentny, JD; Lewis, K',\n",
       " 'Jackson, C; Mohr-Schroeder, MJ; Bush, SB; Maiorca, C; Roberts, T; Yost, C; Fowler, A',\n",
       " 'Reinholz, DL; White, I; Andrews, T',\n",
       " 'Ortiz-Revilla, J; Greca, IM; Meneses-Villagra, JA',\n",
       " 'Bautista, A',\n",
       " 'Davies, R; Trowsdale, J',\n",
       " 'Sengupta-Irving, T',\n",
       " 'Akbuga, E; Havan, S',\n",
       " 'Ari, AG; Meco, G',\n",
       " 'Edwards, B; Edwards, BB; Griffiths, S; Reynolds, FF; Stanford, A; Woods, M',\n",
       " 'Galino, JR; Tanaka, H',\n",
       " 'Gurbuz, R; Calik, M',\n",
       " 'Krstic, SVM; Radulovic, LRM',\n",
       " 'Fraser, S; Barnes, N; Kilpatrick, S; Guenther, J; Nutton, G',\n",
       " 'Dou, R; Cian, H; Espinosa-Suarez, V',\n",
       " 'Lian, Y; Tsang, KK; Zhang, Y',\n",
       " 'Cabell, AL',\n",
       " 'Ewing, NN',\n",
       " 'Johnson-Glenberg, MC; Bartolomea, H; Kalina, E',\n",
       " 'Turner, A; Logan, M; Wilks, J',\n",
       " 'Nakamura, AJ',\n",
       " 'Tandrayen-Ragoobur, V; Gokulsing, D',\n",
       " 'Tze, VMC; Li, JCH; Parker, PC',\n",
       " 'Wieselmann, JR; Dare, EA; Roehrig, GH; Ring-Whalen, EA',\n",
       " 'Ustu, H; Saito, T; Tas, AM',\n",
       " 'Blom, N; Abrie, AL',\n",
       " 'Barger, N; Martin, JS; Boyle, EK; Richmond, M; Diogo, R',\n",
       " 'Luo, T; So, WWM; Wan, ZH; Li, WC',\n",
       " 'Amoako, S; Insaidoo, M',\n",
       " 'Chung, SK; Li, D',\n",
       " 'Sharma, G',\n",
       " \"Hamilton, M; O' Dwyer, A; Leavy, A; Hourigan, M; Carroll, C; Corry, E\",\n",
       " 'Braund, M',\n",
       " 'Douglass, H; Verma, G',\n",
       " 'Belbase, S; Mainali, BR; Kasemsukpipat, W; Tairab, H; Gochoo, M; Jarrah, A',\n",
       " 'Gough, A',\n",
       " 'Cobian, KP; Ramos, HV',\n",
       " 'Lee, DJ',\n",
       " 'Sulaeman, NF; Putra, PDA; Mineta, I; Hakamada, H; Takahashi, M; Ide, Y; Kumano, Y',\n",
       " 'Alcaraz-Dominguez, S; Barajas, M',\n",
       " 'Papadakis, S; Vaiopoulou, J; Sifaki, E; Stamovlasis, D; Kalogiannakis, M',\n",
       " 'Ma, Y',\n",
       " 'Akdere, M; Acheson, K; Jiang, YL',\n",
       " 'Tang, W; Djuric, PM',\n",
       " 'Eickholt, J; Johnson, MR; Seeling, P',\n",
       " 'Uret, A; Ceylan, R',\n",
       " 'Ghazzawi, D; Pattison, DL; Horn, C; Hardy, J; Brown, B',\n",
       " 'Lange, AA; Nayfeld, I; Mano, H; Jung, K',\n",
       " 'Tenhovirta, S; Korhonen, T; Seitamaa-Hakkarainen, P; Hakkarainen, K',\n",
       " 'Paluri, AR; Sonwaney, V',\n",
       " 'Bilici, SC; Kupeli, MA; Guzey, SS',\n",
       " 'Lamb, R; Hoston, D; Lin, J; Firestone, J',\n",
       " 'Ucgul, M; Altiok, S',\n",
       " 'Ekiz-Kiran, B; Aydin-Gunbatar, S',\n",
       " 'Mwasiaji, E; Mambo, S; Mse, GS; Okumu, J',\n",
       " 'Moon, J; Lee, S; Xu, XH',\n",
       " 'Basaran, M; Erol, M',\n",
       " 'Miller, MD; Castillo, G; Medoff, N; Hardy, A',\n",
       " 'Pelger, S',\n",
       " \"Hourigan, M; O'Dwyer, A; Leavy, AM; Corry, E\",\n",
       " 'Loyalka, P; Liu, OL; Li, GR; Kardanova, E; Chirikov, I; Hu, SF; Yu, NN; Ma, LP; Guo, F; Beteille, T; Tognatta, N; Gu, L; Ling, GM; Federiakin, D; Wang, H; Khanna, S; Bhuradia, A; Shi, ZL; Li, YY',\n",
       " 'Gross, TJ; Li, QX; McCarroll, P',\n",
       " 'Rodriguez, S; Pilcher, A; Garcia-Tellez, N',\n",
       " 'McManimon, SK',\n",
       " 'Anuar, AM; Chankseliani, M',\n",
       " 'Velasco, RCL; Hite, R; Milbourne, J',\n",
       " 'Bondaryk, LG; Hsi, S; Van Doren, S',\n",
       " 'Brancaccio-Taras, L; Mawn, MV; Premo, J; Ramachandran, R',\n",
       " 'Holly, M; Pirker, J; Resch, S; Brettschuh, S; Gutl, C',\n",
       " 'Ozer, IE; Bilici, SC',\n",
       " 'Gok, T',\n",
       " 'Rico, A; Agirre-Basurko, E; Ruiz-Gonzalez, A; Palacios-Agundez, I; Zuazagoitia, D',\n",
       " 'Lombardi, D; Shipley, TF',\n",
       " 'Arevalo, MJ; Cantera, MA; Garcia-Marina, V; Alves-Castro, M',\n",
       " 'Razali, F',\n",
       " 'Fraser, BJ; McLure, FI; Koul, RB',\n",
       " 'Micari, M; Pazos, P',\n",
       " 'Hsiao, PW; Su, CH',\n",
       " 'Lee, DH; Greer, SE; Kuss, MA; An, Y; Dudley, AT',\n",
       " 'Andrews, ME; Borrego, M; Boklage, A',\n",
       " 'Karahan, E; Kara, A; Akcay, AO',\n",
       " 'Cheng, L; Antonenko, P; Ritzhaupt, AD; MacFadden, B',\n",
       " 'Walker, JT; Kafai, YB',\n",
       " 'Shin, M; Lee, JJ; Nelson, FP',\n",
       " 'Yang, XT; Rahimi, S; Shute, V; Kuba, R; Smith, G; Alonso-Fernandez, C',\n",
       " 'Lindsay, SM',\n",
       " 'Ng, DTK; Chu, SKW',\n",
       " 'Whitcomb, KM; Singh, C',\n",
       " 'Hansen, KS',\n",
       " 'Sandrone, S; Scott, G; Anderson, WJ; Musunuru, K',\n",
       " 'Liu, YH; Rollins, AM; Levenson, RM; Fereidouni, F; Jenkins, MW',\n",
       " 'Peeters, W',\n",
       " 'Delahunty, T; Kimbell, R',\n",
       " 'Hachey, AC; An, SA; Golding, DE',\n",
       " 'Jackson, A; Godwin, A; Bartholomew, S; Mentzer, N',\n",
       " 'So, WWM',\n",
       " 'Rashid, R',\n",
       " 'Gouvea, JS',\n",
       " 'Aguilera, D; Lupianez, JL; Vilchez-Gonzalez, JM; Perales-Palacios, FJ',\n",
       " 'Khamhaengpol, A; Sriprom, M; Chuamchaitrakool, P',\n",
       " 'Boice, KL; Jackson, JR; Alemdar, M; Rao, AE; Grossman, S; Usselman, M',\n",
       " 'Mikhailova, EA; Post, CJ; Schlautman, MA; Xu, LY; Younts, GL',\n",
       " 'Chondrogiannis, E; Symeonaki, E; Papachristos, D; Loukatos, D; Arvanitis, KG',\n",
       " 'Adams, EL',\n",
       " 'White, BA; Miles, JR; Frantell, KA',\n",
       " 'Loyalka, P; Liu, OL; Li, GR; Kardanova, E; Chirikov, I; Hu, SF; Yu, NN; Ma, LP; Guo, F; Beteille, T; Tognatta, N; Gu, L; Ling, GM; Federiakin, D; Wang, H; Khanna, S; Bhuradia, A; Shi, ZL; Li, YY',\n",
       " 'Jones, LCR; McDermott, HJ; Tyrer, JR; Zanker, NP',\n",
       " 'Schallert, S; Lavicza, Z; Vandervieren, E',\n",
       " 'Apkarian, N; Henderson, C; Stains, M; Raker, J; Johnson, E; Dancy, M',\n",
       " 'Hwang, Y',\n",
       " 'Garbin, FGD; ten Caten, CS; Pacheco, DAD',\n",
       " 'Lachney, M; Eglash, R; Bennett, A; Babbitt, W; Foy, L; Drazin, M; Rich, KM',\n",
       " 'Price, E; Lau, AC; Goldberg, F; Turpen, C; Smith, PS; Dancy, M; Robinson, S',\n",
       " 'Ishak, SA; Din, R; Hasran, UA',\n",
       " 'Rabin, JM; Burgasser, A; Bussey, TJ; Eggers, J; Lo, SM; Seethaler, S; Stevens, L; Weizman, H',\n",
       " 'Kwon, H; Capraro, RM; Capraro, MM',\n",
       " 'Basu, AC; Hill, AS; Isaacs, AK; Mondoux, MA; Mruczek, REB; Narita, T',\n",
       " 'Shu, Y; Huang, TC',\n",
       " 'Vater, A; Mayoral, J; Nunez-Castilla, J; Labonte, JW; Briggs, LA; Gray, JJ; Makarevitch, I; Rumjahn, SM; Siegel, JB',\n",
       " 'Almukhambetova, A; Kuzhabekova, A',\n",
       " 'Ottemo, A; Gonsalves, AJ; Danielsson, AT',\n",
       " 'Race, AI; De Jesus, M; Beltran, RS; Zavaleta, ES',\n",
       " 'Gya, R; Bjune, AE',\n",
       " 'Lissitsa, S; Chachashvili-Bolotin, S',\n",
       " 'Melak, A; Singh, S',\n",
       " 'Sommers, AS; Richter-Egger, D; Cutucache, CE',\n",
       " 'Garces, JM; Almagro, CV; Lunghi, G; Di Castro, M; Buonocore, LR; Prades, RM; Masi, A',\n",
       " 'Yusof, YM; Ayob, A; Saad, MHM',\n",
       " 'Rahman, SMM',\n",
       " 'Araya, R; Collanqui, P',\n",
       " 'Yllana-Prieto, F; Jeong, JS; Gonzalez-Gomez, D',\n",
       " 'Ruiz-Sarmiento, JR; Baltanas, SF; Gonzalez-Jimenez, J',\n",
       " 'Estevez-Mauriz, L; Baelo, R',\n",
       " 'Santangelo, J; Hobbie, L; Lee, J; Pullin, M; Villa-Cuesta, E; Hyslop, A',\n",
       " 'Monkovic, JM; Jones, SM; Nicolas, M; Katyal, P; Punia, K; Noland, D; Montclare, JK',\n",
       " 'Young, SA; Newton, AR; Fowler, SR; Park, J',\n",
       " 'Wan, ZH; So, WMW; Hu, WP',\n",
       " 'Means, B; Wang, HW; Wei, X; Young, V; Iwatani, E',\n",
       " 'Pugh-Bernard, A; Kenyon, KL',\n",
       " 'Koury, ST; Carlin-Menter, S; Dey-Rao, R; Kelly, K',\n",
       " 'Godec, S; Archer, L; Dawson, E',\n",
       " 'Chen, XL; Zou, D; Xie, HR; Wang, FL',\n",
       " 'Cherrstrom, CA; Lopez, OS; Ashford-Hanserd, S',\n",
       " 'Morales, DX; Grineski, SE; Collins, TW',\n",
       " 'Hackman, ST; Zhang, DH; He, JW',\n",
       " 'Dolgopolovas, V; Dagiene, V',\n",
       " 'Czocher, JA; Melhuish, K; Kandasamy, SS; Roan, E',\n",
       " 'Mylonas, G; Paganelli, F; Cuffaro, G; Nesi, I; Karantzis, D',\n",
       " 'Li, H; Forbes, A; Yang, WP',\n",
       " 'Hrynevych, LM; Morze, NV; Vember, VP; Boiko, MA',\n",
       " 'Kumar, V; Johnson, MD; Nepal, B; Ghoshal, G',\n",
       " 'Levin, L; Verner, I',\n",
       " 'Kucuk, ZD; Yabas, D; Boyaci, HS; Corlu, MS',\n",
       " 'Kwan, R; Wong, BTM',\n",
       " 'Albert, L',\n",
       " 'Yean, AS; Syrene, S; Rahim, A',\n",
       " 'Pajk, T; Van Isacker, K; Abersek, B; Flogie, A',\n",
       " 'Ahmad, J; Siew, NM',\n",
       " 'Rodriguez, SL; Espino, ML; Le, BD; Cunningham, KJ',\n",
       " 'Damekova, SK; Shuyushbayeva, NN; Tanasheva, NK; Ahayeva, GS; Kaliyeva, AK',\n",
       " 'Sagyndykova, Z; Gazdiyeva, B; Gabdullina, Z; Akhmetzhanova, A; Mektepbayeva, D; Althonayan, A',\n",
       " 'Ajit, G; Lucas, T; Kanyan, R',\n",
       " 'Hurley, A; Chevrette, MG; Acharya, DD; Lozano, GL; Garavito, M; Heinritz, J; Balderrama, L; Beebe, M; DenHartog, ML; Corinaldi, K; Engels, R; Gutierrez, A; Jona, O; Putnam, JHI; Rhodes, B; Tsang, T; Hernandez, S; Bascom-Slack, C; Blum, JE; Price, PA; Davis, D; Klein, J; Pultorak, J; Sullivan, NL; Mouncey, NJ; Dorrestein, PC; Miller, S; Broderick, NA; Handelsman, J',\n",
       " 'Flores, GM',\n",
       " 'Hubbard, K',\n",
       " 'Tanase, SI; Buga, EM; Poienariu, L; Tanase, D',\n",
       " 'Toma, RB; Garcia-Carmona, A',\n",
       " 'Chise, D; Fort, M; Monfardini, C',\n",
       " 'Buturlina, O; Dovhal, S; Hryhorov, H; Lysokolenko, T; Palahuta, V',\n",
       " 'Silva-Diaz, F; Carrillo-Rosua, J; Fernandez-Plaza, JA',\n",
       " 'Knight, GL',\n",
       " 'Garcia, JA; Espinosa, MPP; Sanchez, JLS',\n",
       " 'Ferrada, CAF; Diaz-Levicoy, DA; Rosua, FJC',\n",
       " 'Hamilton, M',\n",
       " 'Tsai, LT; Chang, CC; Cheng, HT',\n",
       " 'Yucelyigit, S; Toker, Z',\n",
       " 'Ling, LS; Pang, V; Lajium, D',\n",
       " 'McIntyre, MM; Gundlach, JL; Graziano, WG',\n",
       " 'Gonzalez-Pena, OI; Moran-Soto, G; Rodriguez-Masegosa, R; Rodriguez-Lara, BM',\n",
       " 'Gonzalez-Pena, OI; Pena-Ortiz, MO; Moran-Soto, G',\n",
       " 'Nasri, N; Rahimi, NM; Nasri, NM; Abd Talib, MA',\n",
       " 'Tselegkaridis, S; Sapounidis, T',\n",
       " 'Hali, AU; Aslam, S; Zhang, BH; Saleem, A',\n",
       " 'Felder, RM',\n",
       " 'Greca, IM; Ortiz-Revilla, J; Arriassecq, I',\n",
       " 'Amo, D; Fox, P; Fonseca, D; Poyatos, C',\n",
       " 'Arroyo, AC; Montes, MR; Quilis, JDS',\n",
       " 'Chasteen, S',\n",
       " 'Mutambara, D; Bayaga, A',\n",
       " 'Mayorova, VI; Grishko, DA; Leonov, VV',\n",
       " 'Wu, YF; Cheng, JM; Koszalka, TA',\n",
       " 'Klutsch, CFC; Aspholm, PE; Polikarpova, N; Veisblium, O; Bjorn, TA; Wikan, A; Gonzalez, V; Hagen, SB',\n",
       " 'Gong, HJ; Park, H; Hagood, TC',\n",
       " 'Apple, MW',\n",
       " 'Huang, W; Roscoe, R; Johnson-Glenberg, MC; Craig, SD',\n",
       " 'Stiemsma, LT; Davis, SD; Brewster, JL',\n",
       " 'Sabat, M; Abdel-Massih, RM; Kanaan, A; Salloum, S; Serhan, M; Fares, R; Haddad, N; Melki, A',\n",
       " 'Nguyen, AV; Orlofsky, A; Pubill, K; Tawde, M; Li, GZ; Mata, D; Bermudes, O; Fernandez, M; Santana, J; Kim, W; Chimbay, E; Kim, Y; Nguyen, T; Fox, M; Eralte, J; Metz, M; Smyth, DS; Panzeca, C; Khan, MI',\n",
       " 'Olson, JS; Nayar-Bhalerao, S',\n",
       " 'Borman, L; Strimel, GJ; Krause, L',\n",
       " 'Rushton, EAC; King, H',\n",
       " 'Li, YP',\n",
       " 'Diaz, NVM; Barhate, B; Johnston, A; Jabarkhail, S',\n",
       " 'Chung, CC; Huang, SL; Cheng, YM; Lou, SJ',\n",
       " 'Hockicko, P; Tarjanyiova, G',\n",
       " '[Anonymous]',\n",
       " 'Ho, MT; La, VP; Nguyen, MH; Pham, TH; Vuong, TT; Vuong, HM; Pham, HH; Hoang, AD; Vuong, QH',\n",
       " 'Tam, HL; Chan, AYF; Lai, OLH',\n",
       " 'Valovicova, L; Ondruska, J; Zelenicky, L; Chytry, V; Medova, J',\n",
       " 'Bassachs, M; Canabate, D; Nogue, L; Serra, T; Bubnys, R; Colomer, J',\n",
       " 'Gopal, K; Salim, NR; Ayub, AFM',\n",
       " 'Fidai, A; Capraro, MM; Capraro, RM',\n",
       " 'Ingram, E; Keshwani, J',\n",
       " 'Hempel, B; Kiehlbaugh, K; Blowers, P',\n",
       " 'Ralls, D; Bianchi, L; Choudry, S',\n",
       " 'Quarderer, NA; McDermott, MA',\n",
       " 'Li, S; Du, HX; Xing, WL; Zheng, J; Chen, GH; Xie, C',\n",
       " 'Pagano, LC; Haden, CA; Uttal, DH',\n",
       " 'Tomblin, D; Mogul, N',\n",
       " 'Smith, DV',\n",
       " 'Wen, Y',\n",
       " 'Blustein, DL; Erby, W; Meerkins, T; Soldz, I; Ezema, GN',\n",
       " 'King, HC; Bella, Z; Lewis, HLJ; Payan, J; Fischer, AJ',\n",
       " 'Juskeviciene, A; Stupuriene, G; Jevsikova, T',\n",
       " 'Rodriguez, AJ; Shim, SW',\n",
       " \"O'Hara, RM\",\n",
       " 'Song, H; Zhou, MM',\n",
       " 'Chen, Y; Chow, SCF; So, WWM',\n",
       " 'Gonzalez-Nieto, NA; Ching-Chiang, LWC; Fernandez-Cardenas, JM; Reynaga-Pena, CG; Santamaria-Cid-de-Leon, D; Diaz-de-Leon-Lastras, A; Capetillo, AJC',\n",
       " 'Hardy, EL; Williams, B; Harden, C; Oshinowo, O; Copeland, R; Gee, B; Lam, WA',\n",
       " 'Wolf, V; Hsiao, V; Rodriguez, B; Min, A; Mayorga, J; Ashcroft, J',\n",
       " 'Anderson, AE; Justement, LB; Bruns, HA',\n",
       " 'Wannapiroon, N; Petsangsri, S',\n",
       " 'Nurtanto, M; Sudira, P; Kholifah, N; Samsudin, A; Warju, W',\n",
       " 'Thuy, NTT; Bien, NV; Quy, DX',\n",
       " 'Sulaeman, NF; Putra, PDA; Mineta, I; Hakamada, H; Takahashi, M; Ide, Y; Kumano, Y',\n",
       " 'Cervone, D; Mercurio, L; Lilley, C',\n",
       " 'Chai, CS; Rahmawati, Y; Jong, MSY',\n",
       " 'Christopoulos, A; Pellas, N; Laakso, MJ',\n",
       " 'Gonzalez-Tablas, AI; Vasco, MIG; Cascos, I; Palomino, AP',\n",
       " 'Nguyen, TPL; Nguyen, TH; Tran, TK',\n",
       " 'Settlage, J',\n",
       " 'Lin, Q; Yin, Y; Tang, XD; Hadad, R; Zhai, XM',\n",
       " 'Evans, T; Klymchuk, S; Murphy, PEL; Novak, J; Stephens, J; Thomas, M',\n",
       " 'Li, XS; Wang, WJ',\n",
       " 'Robertson, AD; Gray, KE; Lovegren, CE; Killough, KL; Wenzinger, ST',\n",
       " 'Tsinajinie, G; Kirboyun, S; Hong, S',\n",
       " 'Baselga, SV; Garrido, OM; Buron, HG',\n",
       " 'Yildirim, B',\n",
       " 'Ceyhan, GD; Tillotson, JW',\n",
       " 'Maiorca, C; Mohr-Schroeder, MJ',\n",
       " 'Utley, J; Ivey, T; Cribbs, J',\n",
       " 'Anwar, S; Menekse, M',\n",
       " 'Conde, MA; Rodriguez-Sedano, FJ; Fernandez-Llamas, C; Goncalves, J; Lima, J; Garcia-Penalvo, FJ',\n",
       " 'Boeve-de Pauw, J; Ardies, J; Hens, K; Wullemen, A; van de Vyver, Y; Rydant, T; De Spiegeleer, L; Verbraeken, H',\n",
       " 'Bertram, L',\n",
       " 'Geesa, RL; Stith, KM; Rose, MA',\n",
       " 'Lee, H; Ham, H; Kwon, H',\n",
       " 'Sivaraj, R; Ellis, JA; Wieselmann, JR; Roehrig, GH',\n",
       " 'Tan, MC',\n",
       " 'Bianchi, N; Giorcelli, M',\n",
       " 'Pellas, N; Dengel, A; Christopoulos, A',\n",
       " 'Flemming, A; Phillips, M; Shea, EK; Bolton, A; Lincoln, C; Green, K; Mast, A; Cubeta, MA',\n",
       " 'Skrimponis, P; Makris, N; Rajguru, SB; Cheng, KR; Ostrometzky, J; Ford, E; Kostic, Z; Zussman, G; Korakis, T',\n",
       " 'Colon, J; Tiernan, N; Oliphant, S; Shirajee, A; Flickinger, J; Liu, H; Francisco-Ortega, J; Mccartney, M',\n",
       " 'Hacisalihoglu, G; Stephens, D; Stephens, S; Johnson, L; Edington, M',\n",
       " 'Owens, DC; Petitt, DN; Lally, D; Forbes, CT',\n",
       " 'Jeong, JS; Gonzalez-Gomez, D; Prieto, FY',\n",
       " 'Lipovetsky, S',\n",
       " 'Aydin-Gunbatar, S; Ekiz-Kiran, B; Oztay, ES',\n",
       " 'Ansong, D; Okumu, M; Albritton, TJ; Bahnuk, EP; Small, E',\n",
       " 'Evans, T; Thomas, MOJ; Klymchuk, S',\n",
       " \"Parker, C; Grigg, J; D'Souza, S; Mitchell, C; Smith, E\",\n",
       " 'Zhu, XH; Xiong, ZF; Zheng, TY; Li, L; Zhang, LY; Yang, F',\n",
       " 'Mi, SS; Bi, HL; Lu, SS',\n",
       " 'Salmi, HS; Thuneberg, H; Bogner, FX',\n",
       " 'Xing, WL; Li, CL; Chen, GH; Huang, XD; Chao, J; Massicotte, J; Xie, C',\n",
       " 'Mutambara, D; Bayaga, A',\n",
       " 'Wang, LY; Chiang, FK',\n",
       " 'Hughes, R; Schellinger, J; Roberts, K',\n",
       " 'Mohan, A; Kelly, GJ',\n",
       " 'Lane, AK; McAlpin, JD; Earl, B; Feola, S; Lewis, JE; Mertens, K; Shadle, SE; Skvoretz, J; Ziker, JP; Couch, BA; Prevost, LB; Stains, M',\n",
       " 'Shah, N; Christensen, JA; Ortiz, NA; Nguyen, AK; Byun, S; Stroupe, D; Reinholz, DL',\n",
       " 'Stella, M',\n",
       " 'Lee, MGJ; Collins, JD; Harwood, SA; Mendenhall, R; Huntt, MB',\n",
       " 'Dong, Y; Wang, J; Yang, YY; Kurup, PM',\n",
       " 'Hwang, CS',\n",
       " 'Wan, ZH; Jiang, YS; Zhan, Y',\n",
       " 'Liu, R',\n",
       " 'Smith, DW; Lampley, SA; Dolan, B; Williams, G; Schleppenbach, D; Blair, M',\n",
       " 'Dziob, D; Krupinski, M; Wozniak, E; Gabryszewski, R',\n",
       " 'Hernandez-Sabate, A; Albarracin, L; Sanchez, FJ',\n",
       " 'Milicic, G; Wetzel, S; Ludwig, M',\n",
       " 'Rowe, S; Riggio, M; De Amicis, R; Rowe, SR',\n",
       " 'Eltanahy, M; Forawi, S; Mansour, N',\n",
       " 'Vossen, TE; Tigelaar, EH; Henze, I; De Vries, MJ; Van Driel, JH',\n",
       " 'Yildirim, B',\n",
       " 'Yildirim, H; Gelmez-Burakgazi, S',\n",
       " 'Timur, B; Belek, F',\n",
       " 'Stelter, RL; Kupersmidt, JB; Stump, KN',\n",
       " 'Fisher, KQ; Koretsky, MD',\n",
       " 'Juskeviciene, A; Dagiene, V; Dolgopolovas, V',\n",
       " 'Alade, F; Lauricella, A; Kumar, Y; Wartella, E',\n",
       " 'Zhou, D; Gomez, R; Wright, N; Rittenbruch, M; Davis, J',\n",
       " 'Davis, JP; Du, J; Tang, JH; Qiao, L; Liu, YQ; Chiang, FK',\n",
       " \"O'Sullivan, S; Friebe, M; Tonti, WR; Hartnett, M; Castro, M; Pozzo, MI; Nilsiam, Y\",\n",
       " 'Welch, J',\n",
       " 'Wieselmann, JR; Keratithamkul, K; Dare, EA; Ring-Whalen, EA; Roehrig, GH',\n",
       " 'Kapon, S; Schvartzer, M; Peer, T',\n",
       " 'Sen, C; Ay, ZS; Kiray, SA',\n",
       " 'Stewart, F; Yeom, M; Stewart, A',\n",
       " 'Caspi, A; Gorsky, P; Nitzani-Hendel, R; Zacharia, ZC; Rosenfeld, S; Berman, S; Shildhouse, B',\n",
       " 'Falloon, G; Forbes, A; Stevenson, M; Bower, M; Hatzigianni, M',\n",
       " 'Zhan, XH; Sun, DE; Wan, ZH; Hua, YL; Xu, RR',\n",
       " 'El Nagdi, M; Roehrig, G',\n",
       " 'Kulturel-Konak, S',\n",
       " 'Liou, YH; Daly, AJ',\n",
       " 'Fernandez-Martin, FD; Arco-Tirado, JL; Carrillo-Rosua, FJ; Hervas-Torres, M; Ruiz-Hidalgo, JF; Romero-Lopez, C',\n",
       " 'Wei, WK; Maat, SM',\n",
       " 'Glaze-Crampes, AL',\n",
       " 'Jesionkowska, J; Wild, F; Deval, Y',\n",
       " 'Du Plessis, AE',\n",
       " 'De Meester, J; Boeve-de Pauw, J; Buyse, MP; Ceuppens, S; De Cock, M; De Loof, H; Goovaerts, L; Hellinckx, L; Knipprath, H; Struyf, A; Thibaut, L; van de Velde, D; Van Petegem, P; Dehaene, W',\n",
       " 'Yu, KC; Wu, PH; Fan, SC',\n",
       " 'Li, S; Chen, GH; Xing, WL; Zheng, J; Xie, C',\n",
       " 'Black, PN',\n",
       " 'Shute, V; Rahimi, S; Smith, G; Ke, FF; Almond, R; Dai, CP; Kuba, R; Liu, ZC; Yang, XT; Sun, C',\n",
       " 'Weng, JY; Li, H',\n",
       " 'Ferrada-Ferrada, C; Carrillo-Rosua, J; Diaz-Levicoy, D; Silva-Diaz, F',\n",
       " 'York, E; Conley, SN',\n",
       " 'Develaki, M',\n",
       " 'Wahono, B; Lin, PL; Chang, CY',\n",
       " 'Park, W; Wu, JY; Erduran, S',\n",
       " 'Hussenius, A',\n",
       " 'Cetin, M; Demircan, HO',\n",
       " 'Lyon, JA; Magana, AJ',\n",
       " 'Sierra, IM; Dziabenko, O; Zubia, JG',\n",
       " 'Sanchez-Martin, J; Corrales-Serrano, M; Luque-Sendra, A; Zamora-Polo, F',\n",
       " 'Palisoc, CP; Morales, MPE; Avilla, RA; Ayuste, TO; Ramos-Butron, B; Casilla, NA',\n",
       " 'Dickman, B; Nauman, E',\n",
       " 'Monahan, C; Munakata, M; Vaidya, A; Gandini, S',\n",
       " 'Nash, AM; Peters, AL',\n",
       " 'Ching-Chiang, LWC; Fernandez-Cardenas, JM',\n",
       " 'Simunovic, M; Babarovic, T',\n",
       " 'Hosbein, KN; Barbera, J',\n",
       " 'Eglash, R; Bennett, A; Babbitt, W; Lachney, M; Reinhardt, M; Hammond-Sowah, D',\n",
       " 'Ciftci, A; Topcu, MS; Foulk, JA',\n",
       " 'Watson, S; Williams-Duncan, OM; Peters, ML',\n",
       " 'Roller, SA; Lampley, SA; Dillihunt, ML; Benfield, MPJ; Gholston, SE; Turner, MW; Davis, AM',\n",
       " 'Keratithamkul, K; Kim, JN; Roehrig, GH',\n",
       " 'Elliott, CH',\n",
       " 'Eisenhart, M; Allen, CD',\n",
       " 'Gao, F; Li, L; Sun, YY',\n",
       " 'So, WMW; He, QW; Chen, Y; Chow, CF',\n",
       " 'Bain, K; Bender, L; Bergeron, P; Caballero, MD; Carmel, JH; Duffy, EM; Ebert-May, D; Fata-Hartley, CL; Herrington, DG; Laverty, JT; Matz, RL; Nelson, PC; Posey, LA; Stoltzfus, JR; Stowe, RL; Sweeder, RD; Tessmer, SH; Underwood, SM; Urban-Lurain, M; Cooper, MM',\n",
       " 'Smyrnaiou, Z; Georgakopoulou, E; Sotiriou, S',\n",
       " 'McComas, WF; Burgin, SR',\n",
       " 'Chiang, FK; Liu, YQ; Feng, XR; Zhuang, YX; Sun, YL',\n",
       " 'Smith, DH; Hao, Q; Dennen, V; Tsikerdekis, M; Barnes, B; Martin, L; Tresham, N',\n",
       " 'Wilson, K',\n",
       " 'Gao, XY; Li, PS; Shen, J; Sun, HF',\n",
       " 'Smolinsky, L; Marx, BD; Olafsson, G; Ma, YXA',\n",
       " 'Delahunty, T; Seery, N; Lynch, R',\n",
       " 'Li, KC; Wong, BTM',\n",
       " 'Johns, C',\n",
       " 'Ortiz-Revilla, J; Aduriz-Bravo, A; Greca, IM',\n",
       " 'Huang, FX',\n",
       " 'Watanabe, W; Maruyama, R; Arimoto, H; Tamada, Y',\n",
       " 'Gafuanov, YY; Podnebesova, GB',\n",
       " 'Boytchev, P; Boytcheva, S',\n",
       " 'Reeves, PM; Bobrownicki, A; Bauer, M; Graham, MJ',\n",
       " 'Demirbag, C; Arikan, S; Mugaloglu, EZ',\n",
       " 'Zhuang, TT; Cheung, ACK; Tam, W',\n",
       " 'Macalalag, AZ; Johnson, J; Lai, MC',\n",
       " 'Eglash, R; Lachney, M; Babbitt, W; Bennett, A; Reinhardt, M; Davis, J',\n",
       " 'Jones, RM; Cleaver, R',\n",
       " 'Bautista-Vallejo, JM; Hernandez-Carrera, RM',\n",
       " 'Koyunlu Unlu, Z; Dokme, I',\n",
       " 'St James, AR; Campbell, D',\n",
       " 'Bustamante, AS; Schlesinger, M; Begolli, KN; Golinkoff, RM; Shahidi, N; Zonji, S; Riesen, C; Evans, N; Hirsh-Pasek, K',\n",
       " 'Hu, CC; Yeh, HC; Chen, NS',\n",
       " 'Quinn, CM; Reid, JW; Gardner, GE',\n",
       " 'Ozkan, G; Topsakal, UU',\n",
       " 'Pleasants, J',\n",
       " 'Baselga, SV; Garrido, OM; Buron, HG',\n",
       " 'Lee, OH; Stephens, A',\n",
       " 'Sabbah, S; Heyd-Metzuyanim, E',\n",
       " 'Hacioglu, Y; Usta, ND',\n",
       " 'Barnard, M; Dehon, E; Compretta, C; Notebaert, A; Sparkmon, W; Meyer, E; Stray, S; Taylor, J; Sullivan, D; Rockhold, R',\n",
       " 'Barlow, A; Brown, S; Lutz, B; Pitterson, N; Hunsu, N; Adesope, O',\n",
       " 'Knekta, E; Rowland, AA; Corwin, LA; Eddy, S',\n",
       " 'Chen, CC; Huang, PH',\n",
       " 'Quigley, CF; Herro, D; King, E; Plank, H',\n",
       " 'Schwortz, AC; Burrows, AC',\n",
       " 'Nguyen, HD; Do, NV; Tran, NP; Pham, XH; Pham, VT',\n",
       " 'Lyon, JA; Fennell, HW; Magana, AJ',\n",
       " 'Takeuchi, MA; Sengupta, P; Shanahan, MC; Adams, JD; Hachem, M',\n",
       " 'Clements, DH; Vinh, M; Lim, CI; Sarama, J',\n",
       " 'Moen, KC; Beck, MR; Saltzmann, SM; Cowan, TM; Burleigh, LM; Butler, LG; Ramanujam, J; Cohen, AS; Greening, SG',\n",
       " 'Sondergeld, TA',\n",
       " 'Nallapothula, D; Lozano, JB; Han, S; Herrera, C; Sayson, HW; Levis-Fitzgerald, M; Maloy, J',\n",
       " 'Alomari, HW; Ramasamy, V; Kiper, JD; Potvin, G',\n",
       " 'Kim, JY; Chung, H; Jung, EY; Kim, JO; Lee, TW',\n",
       " 'Bramstedt, K',\n",
       " 'Henriksen, D; Mishra, P',\n",
       " 'Ngan, LHM; Hien, NV; Hoang, LH; Hai, ND; Bien, NV',\n",
       " 'Woods, S; Hsu, YC',\n",
       " 'Wieselmann, JR; Roehrig, GH; Kim, JN',\n",
       " 'Bernacki, ML; Vosicka, L; Utz, JC',\n",
       " 'Eadkong, T; Pimton, P; Dam-O, P; Channuie, P',\n",
       " 'Lin, YT; Yeh, MKC; Hsieh, HL',\n",
       " 'Barlow, A; Brown, S',\n",
       " 'Li, YP; Wang, K; Xiao, Y; Froyd, JE; Nite, SB',\n",
       " 'Atit, K; Uttal, DH; Stieff, M',\n",
       " 'Denton, M; Borrego, M; Boklage, A',\n",
       " 'Leung, A',\n",
       " 'King, KD; Ochsendorf, RJ; Solomon, GEA; Sloane, FC',\n",
       " 'Reynante, BM; Selbach-Allen, ME; Pimentel, DR',\n",
       " 'Hill, LB',\n",
       " 'Almukhambetova, A; Kuzhabekova, A',\n",
       " 'Choo, S; Park, S; Nelson, NJ',\n",
       " 'Watson, J; Fitzallen, N; English, L; Wright, S',\n",
       " 'Jones, SZ',\n",
       " 'Lansiquot, R',\n",
       " 'Zhu, MN',\n",
       " 'Hollett, T; Vivoni, F',\n",
       " 'Mateos-Nunez, M; Martinez-Borreguero, G; Naranjo-Correa, FL',\n",
       " 'Lasica, IE; Meletiou-Mavrotheris, M; Katzis, K',\n",
       " 'Petrov, PD; Atanasova, TV',\n",
       " 'Xu, MD; Williams, PJ; Gu, JJ; Zhang, H',\n",
       " 'Murphy, S',\n",
       " 'Deeken, C; Neumann, I; Heinze, A',\n",
       " 'Chirikov, I; Semenova, T; Maloshonok, N; Bettinger, E; Kizilcec, RF',\n",
       " 'McNamara, J; Sweetman, S; Connors, P; Lofgren, I; Greene, G',\n",
       " 'Gdansky, NI; Kulikova, NL; Budnik, AA; Sokolov, IV',\n",
       " 'Gleason, DW',\n",
       " 'Jeong, JS; Gonzalez-Gomez, D',\n",
       " 'Hanson, SL; Krywult-Albanska, M',\n",
       " 'Chen, YL; Huang, LF; Wu, PC',\n",
       " 'Yildirim, B',\n",
       " 'Falloon, G; Hatzigianni, M; Bower, M; Forbes, A; Stevenson, M',\n",
       " 'Cheng, YC; So, WWM',\n",
       " 'Jones, D; Lotz, N; Holden, G',\n",
       " 'Fung, CH',\n",
       " 'Faulconer, EK; Wood, B; Griffith, JC',\n",
       " 'Shively, K; Hitchens, C; Hitchens, N',\n",
       " 'Simo, VL; Lagaron, DC; Rodriguez, CS',\n",
       " 'Li, YP; Wang, K; Xiao, Y; Froyd, JE',\n",
       " 'Zakariya, YF',\n",
       " 'Emembolu, I; Padwick, A; Shimwell, J; Sanderson, J; Davenport, C; Strachan, R',\n",
       " 'Yata, C; Ohtani, T; Isobe, M',\n",
       " 'Strawhacker, A; Verish, C; Shaer, O; Bers, M',\n",
       " 'Mohammadi, A; Grosskopf, K; Killingsworth, J',\n",
       " 'Peters-Burton, E',\n",
       " 'Fan, JY; Ye, JH',\n",
       " 'McKay, B',\n",
       " 'Hansen, AK; Lent, DD; Muller, UK; Muller, U',\n",
       " 'Nepeina, K; Istomina, N; Bykova, O',\n",
       " 'Conradty, C; Sotiriou, SA; Bogner, FX',\n",
       " 'Abdukhakimova, D; Xie, YQ',\n",
       " 'Parker, PD; Van Zanden, B; Marsh, HW; Owen, K; Duineveld, JJ; Noetel, M',\n",
       " 'Lin, KY; Yu, KC; Hsiao, HS; Chang, YS; Chien, YH',\n",
       " 'Fadzli, S; Yahaya, J; Deraman, A; Hamdan, AR; Halim, L; Yahaya, NZ; Zahari, MSM; Rais, IAI',\n",
       " 'Halpin, PA; Donahue, AE; Johnson, KMS',\n",
       " 'Fendos, J',\n",
       " 'Tubb, AL; Cropley, DH; Marrone, RL; Patston, T; Kaufman, JC',\n",
       " 'Lee, NY; Tucker-Kellogg, G',\n",
       " 'Lysenko, T; Wang, QF',\n",
       " 'Kwok, M; Vela, KN; Rugh, MS; Lincoln, YS; Capraro, RM; Capraro, MM',\n",
       " 'Altan, EB; Tan, S',\n",
       " 'Tannock, S',\n",
       " 'Sirakaya, M; Sirakaya, DA',\n",
       " 'Irgens, GA; Dabholkar, S; Bain, C; Woods, P; Hall, K; Swanson, H; Horn, M; Wilensky, U',\n",
       " 'Borda, E; Schumacher, E; Hanley, D; Geary, E; Warren, S; Ipsen, C; Stredicke, L',\n",
       " 'Robertson, AD; Elliott, LJA',\n",
       " 'Yannier, N; Hudson, SE; Koedinger, KR',\n",
       " 'Khuyen, NTT; Bien, NV; Lin, PL; Lin, J; Chang, CY',\n",
       " 'Johnson, A; Elliott, S',\n",
       " 'Moore, ME; Vega, DM; Wiens, KM; Caporale, N',\n",
       " 'Cipollone, K; Stich, AE; Weis, L',\n",
       " 'Kim, Y; Jeon, J; Eom, J; Lee, H',\n",
       " 'Spyropoulou, N; Glaroudis, D; Lossifides, A; Zaharakis, ID',\n",
       " 'John, TM; Badejo, JA; Popoola, SI; Omole, DO; Odukoya, JA; Ajayi, PO; Aboyade, M; Atayero, AA',\n",
       " 'Han, N; Nam, Y',\n",
       " 'Chen, BY; Bastedo, K; Howard, W',\n",
       " 'Djonko-Moore, CM; Leonard, J; Holifield, Q; Bailey, EB; Almughyirah, SM',\n",
       " 'Smith, C; Watson, J',\n",
       " 'Cevik, M',\n",
       " 'Knipprath, H; Thibaut, L; Buyse, MP; Ceuppens, S; De Loof, H; De Meester, J; Goovaerts, L; Struyf, A; Boeve-De Pauw, J; Depaepe, F; Deprez, J; De Cock, M; Hellinckx, L; Langie, G; Struyven, K; Van de Velde, D; Van Petegem, P; Dehaene, W',\n",
       " 'Wendy',\n",
       " 'Dyer, RA',\n",
       " 'Leshner, AI',\n",
       " 'Cadaret, CN; Yates, DT',\n",
       " 'Kim, NJ; Belland, BR; Walker, AE',\n",
       " 'Love, TS; Wells, JG',\n",
       " 'Beymer, PN; Rosenberg, JM; Schmidt, JA; Naftzger, NJ',\n",
       " 'Ballen, CJ; Thompson, SK; Blum, JE; Newstrom, NP; Cotner, S',\n",
       " 'Saw, G; Chang, CN',\n",
       " 'Harris, A; de Bruin, LR',\n",
       " 'Lynch, SJ; Burton, EP; Behrend, T; House, A; Ford, M; Spillane, N; Matray, S; Han, E; Means, B',\n",
       " 'McNeely, CL; Fealing, KH',\n",
       " 'Woodgate, F',\n",
       " 'Garibay, JC',\n",
       " 'Fletcher, JD',\n",
       " 'Auerbach, AJJ; Andrews, TC',\n",
       " 'Craig, SD; Graesser, AC; Perez, RS',\n",
       " 'Holmes, K; Gore, J; Smith, M; Lloyd, A',\n",
       " 'Han, G; Martin, RA',\n",
       " 'Jung, SE; Won, ES',\n",
       " 'Thibaut, L; Knipprath, H; Dehaene, W; Depaepe, F',\n",
       " 'Romulo, CL; Raoufi, A; Largen, K; Schwebach, JR',\n",
       " 'Peters-Burton, E',\n",
       " 'Delahunty, T; Seery, N; Lynch, R',\n",
       " 'Malachowski, M',\n",
       " 'Chaytor, J; Karpovich, D; Cole, A',\n",
       " 'Corbo, J; Falkenberg, K; Ngai, C; Pilgrim, M; Quan, G; Reinholz, D; Wise, S',\n",
       " 'Kelleher, C; Turnpenny, B; Silva, A',\n",
       " 'Malachowski, M; Karukstis, K',\n",
       " 'Robinson, L; Carlson, P; Bishop, GR',\n",
       " 'Weaver, G',\n",
       " 'Martin-Ramos, P; Lopes, MJ; da Silva, MML; Gomes, PEB; da Silva, PSP; Domingues, JPP; Silva, MR',\n",
       " 'Mullet, DR; Kettler, T; Sabatini, A',\n",
       " 'Persaud-Sharma, D; Burns, J',\n",
       " 'Ellison, S; Allen, B',\n",
       " 'Mulligan, J; Woolcott, G; Mitchelmore, M; Davis, B',\n",
       " 'Bazelais, P; Doleck, T',\n",
       " 'Barak, M; Assal, M',\n",
       " 'Vakil, S',\n",
       " 'Tay, J; Salazar, A; Lee, H',\n",
       " 'Ihrig, LM; Lane, E; Mahatmya, D; Assouline, SG',\n",
       " 'Dare, EA; Ellis, JA; Roehrig, GH',\n",
       " 'Schwartz, JSJ',\n",
       " 'Howie, P',\n",
       " 'Hill-Cunningham, PR; Mott, MS; Hunt, AB',\n",
       " 'Ong, M; Smith, JM; Ko, LT',\n",
       " 'Xu, YJ',\n",
       " 'Jagannathan, R; Camasso, MJ; Delacalle, M',\n",
       " 'Young, J; Capraro, MM; Capraro, R; Cason, M',\n",
       " 'Brace, JL; Baiduc, RR; Drane, DL; Flores, LC; Beitel, GJ; Lo, SM',\n",
       " 'Anisimova, TI; Shatunova, OV; Sabirova, FM',\n",
       " 'Huet, I',\n",
       " 'Weiner, S; Lande, M; Jordan, S',\n",
       " 'Goodnough, K',\n",
       " 'Essex, J; Haxton, K',\n",
       " 'Fernandez-Limon, C; Fernandez-Cardenas, JM; Galindo, AAG',\n",
       " 'Paredes, SG',\n",
       " 'Lamb, R; Annetta, L; Vallett, D; Firestone, J; Schmitter-Edgecombe, M; Walker, H; Deviller, N; Hoston, D',\n",
       " 'Ridgeway, B; Brown, V',\n",
       " 'Tajmel, T; Salzmann, I',\n",
       " 'Goy, SC; Wong, YL; Low, WY; Noor, SNM; Fazli-Khalaf, Z; Onyeneho, N; Daniel, E; Azizan, S; Hasbullah, M; GinikaUzoigwe, A',\n",
       " 'Bela, MT',\n",
       " 'Beason-Abmayr, B; Wilson, JS',\n",
       " 'Marshall, JA; Harron, JR',\n",
       " 'Sardesai, AN; Segel, XM; Baumholtz, MN; Chen, YH; Sun, RH; Schork, BW; Buonocore, R; Wagner, KO; Golecki, HM',\n",
       " 'Ring-Whalen, E; Dare, E; Roehrig, G; Titu, P; Crotty, E',\n",
       " 'Gabriel, BFCC; Valente, R; Dias-de-Oliveira, JA; Neto, VFS; De Andrade-Campos, AGD',\n",
       " 'London, JS; Mckenna, A; Huang, W; Molnar, A; Cruz, SN',\n",
       " 'London, J',\n",
       " 'Da Costa, LAC; Cabral, TCB; Santos, FD',\n",
       " 'DeCoito, I; Myszkal, P',\n",
       " 'Khanaposhtani, MG; Liu, CJ; Gottesman, BL; Shepardson, D; Pijanowski, B',\n",
       " 'Vennix, J; den Brok, P; Taconis, R',\n",
       " 'Overbey, TA; Dotson, DS; LaBadie, MM',\n",
       " 'Bartholomew, SR; Nadelson, LS; Goodridge, WH; Reeve, EM',\n",
       " 'Ariyo, O; Hagler, A; Armstrong, M; Woodson, HM',\n",
       " 'Morze, NV; Gladun, MA; Dziuba, SM',\n",
       " 'Chen, GA; Buell, JY',\n",
       " 'Schwartz-DuPre, RL; Parmett, HM',\n",
       " 'Cohen, B',\n",
       " 'York, E',\n",
       " 'Simunovic, M; Ercegovac, IR; Burusic, J',\n",
       " 'Young, AM; Wendel, PJ; Esson, JM; Plank, KM',\n",
       " 'Zaher, AA; Damaj, IW',\n",
       " 'Ireland, DT; Freeman, KE; Winston-Proctor, CE; DeLaine, KD; Lowe, SM; Woodson, KM',\n",
       " 'Selwitz, JL; Ahring, B; Garcia-Perez, M; Morrison, J',\n",
       " 'Jones, LCR; McDermott, HJ; Tyrer, JR; Zanker, NP',\n",
       " 'Heuring, J',\n",
       " \"O'Byrne, WI; Radakovic, N; Hunter-Doniger, T; Fox, M; Kern, R; Parnell, S\",\n",
       " 'Yildirim, B; Sidekli, S',\n",
       " 'Malhotra, Y',\n",
       " 'Steele, A; Ashworth, EL',\n",
       " 'Craig, CJ; Verma, R; Stokes, D; Evans, P; Abrol, B',\n",
       " 'Cukurova, M; Bennett, J; Abrahams, I',\n",
       " 'Toma, RB; Greca, IM',\n",
       " 'Barelli, E; Branchetti, L; Tasquier, G; Albertazzi, L; Levrini, O',\n",
       " 'Jeannis, H; Joseph, J; Goldberg, M; Seelman, K; Schmeler, M; Cooper, RA',\n",
       " 'Adkins, SJ; Rock, RK; Morris, JJ',\n",
       " 'Crawford, MB; Wilson-Kennedy, ZS; Thomas, GA; Gilman, SD; Warner, IM',\n",
       " 'Burgos, D; Corbi, A',\n",
       " 'Akcaoglu, M; Rosenberg, JM; Ranellucci, J; Schwarz, CV',\n",
       " 'Fendos, J',\n",
       " 'Sadler, K; Eilam, E; Bigger, SW; Barry, F',\n",
       " 'Tsai, HY; Chung, CC; Lou, SJ',\n",
       " 'diSessa, AA',\n",
       " 'Makino, M; Suzuki, K; Takamatsu, K; Shiratori, A; Saito, A; Sakai, K; Furukawa, H',\n",
       " 'Castro-Felix, E; Daniels, H',\n",
       " 'Aslam, F; Adefila, A; Bagiya, Y',\n",
       " 'Watermeyer, R; Montgomery, C',\n",
       " 'Martinez, NPS; Rodriguez, EQ',\n",
       " 'Gilroy, P',\n",
       " 'Montgomery, C; Fernandez-Cardenas, JM',\n",
       " 'Mestre, JP; Cheville, A; Herman, GL',\n",
       " 'Simoniello, C; Watson, S',\n",
       " 'Grout, I',\n",
       " 'LaForce, M; Noble, E; Blackwell, C',\n",
       " 'Hoeg, D; Bencze, L',\n",
       " 'Junaidi, MIM; Zain, SM; Hamid, R; Basri, NEA; Suja, F; Osman, SA; Yasin, RM',\n",
       " 'Yamagata, H; Morita, T',\n",
       " 'Muramatsu, S; Chugo, D; Yokota, S; Hashimoto, H',\n",
       " 'Kozan, S; Blustein, DL; Barnett, M; Wong, C; Connors-Kellgren, A; Haley, J; Patchen, A; Olle, C; Diemer, MA; Floyd, A; Tan, RPB; Wan, D',\n",
       " 'Talanquer, V; Pollard, J',\n",
       " 'Hand, S; Rice, L; Greenlee, E',\n",
       " \"Dennin, M; Schultz, ZD; Feig, A; Finkelstein, N; Greenhoot, AF; Hildreth, M; Leibovich, AK; Martin, JD; Moldwin, MB; O'Dowd, DK; Posey, LA; Smith, TL; Miller, ER\",\n",
       " 'Bazelais, P; Doleck, T; Lemay, DJ',\n",
       " 'Kadota, K',\n",
       " 'Belland, BR; Walker, AE; Kim, NJ',\n",
       " 'Sit, SM; Brudzinski, MR',\n",
       " 'Miller, BAK',\n",
       " 'Wolfmeyer, M; Lupinacci, J; Chesky, N',\n",
       " 'McGee, E; Bentley, L',\n",
       " 'Martin-Ramos, P; Lopes, MJ; da Silva, MML; Gomes, PEB; da Silva, PSP; Domingues, JPP; Silva, MR',\n",
       " 'Wolfmeyer, M; Lupinacci, J',\n",
       " \"Cole, P; O'Riley, P\",\n",
       " 'Enlow, JL; Marin, DM; Walter, MG',\n",
       " 'Ziaeefard, S; Miller, MH; Rastgaar, M; Mahmoudian, N',\n",
       " 'Gilligan, KA; Flouri, E; Farran, EK',\n",
       " 'Zellmer, AJ; Sherman, A',\n",
       " 'Aslan-Tutak, F; Akaygun, S; Tezsezen, S',\n",
       " 'Balakrishnan, B; Azman, MNA',\n",
       " 'Lantz, C; Dede, C',\n",
       " 'Sublett, C; Gottfried, MA',\n",
       " 'Asik, G; Kucuk, ZD; Helvaci, B; Corlu, MS',\n",
       " 'Zhou, YS; Fan, XT; Wei, XX; Tai, RH',\n",
       " 'Hoskins, SG; Gottesman, AJ; Kenyon, KL',\n",
       " 'Gagnier, KM; Atit, K; Ormand, CJ; Shipley, TF',\n",
       " 'Nelson, BC; Bowman, C; Bowman, J',\n",
       " 'Boyce, AS',\n",
       " 'Gasman, M; Nguyen, TH; Samayoa, AC; Corral, D',\n",
       " 'Outlay, CN; Platt, AJ; Conroy, K',\n",
       " 'Hudley, AHC; Mallinson, C',\n",
       " 'Pellas, N; Kazanidis, I; Konstantinou, N; Georgiou, G',\n",
       " 'Havran, JC; Stowe, KA; Blanchard, TA; Kandl, KL; Kimball, ME; Richter, SC; Swain, HM; Lohrer, FE; Angell, DD; Terhune, TM',\n",
       " 'Robert, J; Carlsen, WS',\n",
       " 'Means, B; Wang, HW; Wei, X; Lynch, S; Peters, V; Young, V; Allen, C',\n",
       " 'Anderson, KL; Kaden, U; Druckenmiller, PS; Fowell, S; Spangler, MA; Huettmann, F; Ickert-Bond, SM',\n",
       " 'Stipanovic, N; Woo, H',\n",
       " 'Aragon, OR; Dovidio, JF; Graham, MJ',\n",
       " 'Park, MH; Dimitrov, DM; Patterson, LG; Park, DY',\n",
       " 'Leshner, A',\n",
       " 'Yuen, P; Lau, CMD; Yen, E',\n",
       " 'Asghar, A; Sladeczek, IE; Mercier, J; Beaudoin, E',\n",
       " 'Hubbs, NB; Parent, KN; Stoltzfus, JR',\n",
       " 'Choi, GY; Behm-Morawitz, E',\n",
       " 'Seel, NM',\n",
       " 'Jensen, JL; Neeley, S; Hatch, JB; Piorczynski, T',\n",
       " 'Stanford, C; Cole, R; Froyd, J; Henderson, C; Friedrichsen, D; Khatri, R',\n",
       " 'Budinski, N',\n",
       " 'Bicer, A; Capraro, RM; Capraro, MM',\n",
       " 'Dolan, EL',\n",
       " 'Castellanos, J; Haya, PA; Urquiza-Fuentes, J',\n",
       " 'Henderson, C; Connolly, M; Dolan, EL; Finkelstein, N; Franklin, S; Malcom, S; Rasmussen, C; Redd, K; St John, K',\n",
       " 'Dennehy, TC; Dasgupta, N',\n",
       " 'Banerjee, PA',\n",
       " 'Audette, MA; Jovanovic, VM; Bilgen, O; Arcaute, K; Dean, AW',\n",
       " 'EL-Deghaidy, H; Mansour, N; Alzaghibi, M; Alhammad, K',\n",
       " 'Gasman, M; Nguyen, TH; Conrad, CF; Lundberg, T; Commodore, F',\n",
       " 'Wagner, TP; McCormick, K; Martinez, DM',\n",
       " 'Kopcha, TJ; McGregor, J; Shin, S; Qian, Y; Choi, J; Hill, R; Mativo, J; Choi, I',\n",
       " 'Banerjee, PA',\n",
       " 'Ertl, B; Luttenberger, S; Paechter, M',\n",
       " 'Shahali, EHM; Halim, L; Rasul, MS; Osman, K; Zulkifeli, MA',\n",
       " 'van der Wal, NJ; Bakker, A; Drijvers, P',\n",
       " 'Larson, RC; Murray, ME',\n",
       " 'Abdullah, Z; Shukor, NA',\n",
       " 'Malik, NA',\n",
       " 'English, LD',\n",
       " 'Geist, M; Steinbach, T',\n",
       " 'Hu, DL; Lefton, L; Ludovice, PJ',\n",
       " 'Perez-Felkneri, L; Nix, S; Thomas, K',\n",
       " 'Bell, J',\n",
       " 'Boleware, M; Sharma, A; Wiggins, J',\n",
       " 'Fakayode, S; Tinsley, J; Abiera, VS; Mehta, D; Smith, J; Whitehead, N; Elzey, B; Appah, E',\n",
       " 'Malachowski, M; Karukstis, K; Osborn, J; Ambos, E',\n",
       " 'Samudio, B; Lakkis, H; Nicholas, A; Billings, C; Abbott, F; Idrovo, J; Schaffer, J; Mergens, L; Lozancich, M; Kim, P; Yamanishi, T; Kirkevold, T; Lakkis, Y',\n",
       " 'Kumar, V; Sharma, D',\n",
       " 'Tekerek, M; Tekerek, B',\n",
       " 'Han, S',\n",
       " 'Karam, R; Pane, JF; Griffin, BA; Robyn, A; Phillips, A; Daugherty, L',\n",
       " 'Benjamin, TE; Marks, B; Demetrikopoulos, MK; Rose, J; Pollard, E; Thomas, A; Muldrow, LL',\n",
       " 'Cramer, JM; Hamilton, PT',\n",
       " 'Belland, BR; Walker, AE; Kim, NJ; Lefler, M',\n",
       " 'Zhurakovsky, VM; Baryshnikova, MY; Vorov, AB',\n",
       " 'Yee, SP',\n",
       " 'Radloff, J; Guzey, S',\n",
       " 'Blackley, S; Sheffield, R; Maynard, N; Koul, R; Walker, R',\n",
       " 'Frederich, M; Flefel, I; Roese, U; Bymers, L; Zeeman, S',\n",
       " 'Thomas, VG; Parsons, BA',\n",
       " 'Hains-Wesson, R; Young, K',\n",
       " 'Peng, C; Cao, LZ; Timalsena, S',\n",
       " 'Guloy, S; Salimi, F; Cukierman, D; Thompson, DM',\n",
       " 'Barnes, ME; Truong, JM; Brownell, SE',\n",
       " 'Resnick, I; Davatzes, A; Newcombe, NS; Shipley, TF',\n",
       " 'Gamse, BC; Martinez, A; Bozzi, L',\n",
       " 'Salami, MK; Makela, CJ; de Miranda, MA',\n",
       " 'McGarr, O; Lynch, R',\n",
       " 'Thurston, LP; Shuman, C; Middendorf, BJ; Johnson, C',\n",
       " 'Gerber, LC; Calasanz-Kaiser, A; Hyman, L; Voitiuk, K; Patil, U; Riedel-Kruse, IH',\n",
       " 'Hoeg, DG; Bencze, JL',\n",
       " 'Lee, A',\n",
       " 'Kutzner, M; Pearson, B',\n",
       " 'Manduca, CA; Iverson, ER; Luxenberg, M; Macdonald, RH; McConnell, DA; Mogk, DW; Tewksbury, BJ',\n",
       " 'Bodycombe, D',\n",
       " 'Daniels, G',\n",
       " 'Boyd, M; Tian, SY',\n",
       " 'Foley, AE; Herts, JB; Borgonovi, F; Guerriero, S; Levine, SC; Beilock, SL',\n",
       " 'Smyrnova-Trybulska, E; Morze, N; Kommers, P; Zuziak, W; Gladun, M',\n",
       " 'Berland, LK; Steingut, R',\n",
       " 'Shernoff, DJ; Sinha, S; Bressler, DM; Ginsburg, L',\n",
       " 'Itzek-Greulich, H; Vollmer, C',\n",
       " 'Ring, EA; Dare, EA; Crotty, EA; Roehrig, GH',\n",
       " 'Letnikova, G; Xu, N',\n",
       " 'Belardo, C; Burrows, AC; Dambekalns, L',\n",
       " 'Chittum, JR; Jones, BD; Akalin, S; Schram, AB',\n",
       " 'Duodu, E; Noble, J; Yusuf, Y; Garay, C; Bean, C',\n",
       " 'Estapa, AT; Tank, KM',\n",
       " 'Herro, D; Quigley, C; Andrews, J; Delacruz, G',\n",
       " 'Hora, MT; Oleson, AK',\n",
       " 'Khatri, R; Henderson, C; Cole, R; Froyd, JE; Friedrichsen, D; Stanford, C',\n",
       " 'Landrum, RE; Viskupic, K; Shadle, SE; Bullock, D',\n",
       " 'McConnell, III',\n",
       " 'McFadden, JR; Roehrig, GH',\n",
       " 'Shadle, SE; Marker, A; Earl, B',\n",
       " 'Burte, H; Gardony, AL; Hutton, A; Taylor, HA',\n",
       " 'Nathan, MJ; Walkington, C',\n",
       " 'Resnick, I; Davatzes, A; Newcombe, NS; Shipley, TF',\n",
       " 'Simpson, TW; Williams, CB; Hripko, M',\n",
       " 'Campbell, C; Rolls, J',\n",
       " 'Linvill, DL; Cranmer, GA',\n",
       " 'Sheffield, R; Koul, R; Blackley, S; Maynard, N',\n",
       " 'Fitzallen, N; Brown, NR',\n",
       " 'Riley, D',\n",
       " 'Carter, L',\n",
       " 'Stryzhak, OY; Slipukhina, IA; Polikhun, NI; Chernetckiy, IS',\n",
       " 'Bell, D; Wooff, D; McLain, M; Morrison-Love, D',\n",
       " 'Buxton, C; Harper, S; Payne, YD; Allexsaht-Snider, M',\n",
       " 'Bullock, EC',\n",
       " 'Won, SGL; Evans, MA; Huang, LX',\n",
       " 'Casas, Y; Blanco-Blanco, A',\n",
       " 'Redman, C',\n",
       " 'Kordaki, M; Berdousis, I',\n",
       " 'Nemorin, S; Selwyn, N',\n",
       " 'Sengupta, P; Shanahan, MC',\n",
       " 'Musah, RA; Ford, M',\n",
       " 'Fisher, DR; Bagiati, A; Sarma, S',\n",
       " 'Hernandez, PR; Estrada, M; Woodcock, A; Schultz, PW',\n",
       " 'Wang, XL; Sun, N; Lee, SY; Wagner, B',\n",
       " 'Hansen-Thomas, H; Langman, J',\n",
       " 'Pearson, G',\n",
       " 'Cavlazoglu, B; Stuessy, C',\n",
       " 'Schnittka, C',\n",
       " 'Kimmel, H; Hirsch, L; Burr-Alexander, L; Rockland, R',\n",
       " 'Vidic, AD',\n",
       " 'Dana-Picard, T; Zeitoun, D',\n",
       " 'Smith, E; White, P',\n",
       " ...]"
      ]
     },
     "execution_count": 84,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# F-1 （勿改动，执行即可） 请先观察AU_list后再做题\n",
    "AU_list = df.AU.to_list()\n",
    "AU_list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# F-2 \n",
    "# 知识点：\n",
    "# 1. 枚举，enumerate\n",
    "# 2. for循环+ 条件判断\n",
    "# 3. 字典的创建\n",
    "AU_dict = {}\n",
    "for i,v in enumerate(AU_list):\n",
    "    if i != '':\n",
    "        # 需要计算的结果均有:\n",
    "        # 1. 索引值，2. 列表信息(author_list)，3. 列表的长度（auyhor_num）\n",
    "        AU_dict[i] = {'author_list':v.split('; '),'author_num':len(v.split('; '))}\n",
    "# AU_dict"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "author_dict = {}\n",
    "# 请在此作答\n",
    " \n",
    "author_dict"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#  终 （勿改动，执行即可）回报答题分数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "ename": "FileNotFoundError",
     "evalue": "[Errno 2] No such file or directory: 'dataPANDAS\\\\__answers__B.pickle'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mFileNotFoundError\u001b[0m                         Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-20-43d1523120dd>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m      2\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0mPandasCourse\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0mPC\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      3\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 4\u001b[1;33m \u001b[0mscore_details\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mPC\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mscore_answers\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mlocals\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0m_which_\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      5\u001b[0m \u001b[0mscore_details\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mD:\\pythonProject\\B_试卷_\\PandasCourse.py\u001b[0m in \u001b[0;36mscore_answers\u001b[1;34m(variables, _which_)\u001b[0m\n\u001b[0;32m     68\u001b[0m     \u001b[0mvariables_dict\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;33m{\u001b[0m \u001b[0mx\u001b[0m\u001b[1;33m:\u001b[0m\u001b[0mvariables\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mget\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mx\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m'无答案'\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0mx\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mvariables_output\u001b[0m \u001b[1;33m}\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     69\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 70\u001b[1;33m     \u001b[1;32mwith\u001b[0m \u001b[0mopen\u001b[0m \u001b[1;33m(\u001b[0m\u001b[0mos\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mpath\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mjoin\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0m_path_data_\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m\"__answers__{}.pickle\"\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mformat\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0m_which_\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m'rb'\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0mfp\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     71\u001b[0m         \u001b[0mvariables_dict_answers\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mpickle\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mload\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfp\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     72\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mFileNotFoundError\u001b[0m: [Errno 2] No such file or directory: 'dataPANDAS\\\\__answers__B.pickle'"
     ]
    }
   ],
   "source": [
    "#终001 （勿改动，执行即可）回报答题分数\n",
    "import PandasCourse as PC\n",
    "\n",
    "score_details = PC.score_answers(locals(), _which_)\n",
    "score_details"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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